SETUP

Import Packages

Import Data

#example grid from package
example <- bell2010
e2 <- mackay1992

## load grid (continuous constructs only) for each participant 
## #importExcel from OpenRepGrid package, creates S4 object 
p4 <-  importExcel(file= "data/participants/continuous/P04_Clean.xlsx")
p5 <-  importExcel(file= "data/participants/continuous/P05_Clean.xlsx")
p8 <-  importExcel(file= "data/participants/continuous/P08_Clean.xlsx")
p9 <-  importExcel(file= "data/participants/continuous/P09_Clean.xlsx")
p10 <- importExcel(file= "data/participants/continuous/P10_Clean.xlsx")
p11 <- importExcel(file= "data/participants/continuous/P11_Clean.xlsx")
p12 <- importExcel(file= "data/participants/continuous/P12_Clean.xlsx")
p13 <- importExcel(file= "data/participants/continuous/P13_Clean.xlsx")
p14 <- importExcel(file= "data/participants/continuous/P14_Clean.xlsx")

Construct SuperGrids

While a single (repertory) Grid contains data for an individual participant, a SuperGrid contains data for multiple participants. In the case of this study, the same elements were shown to all participants, and thus SuperGrids can be constructed via simple concatenation (i.e. rbind) of individual participant grids.

## DESIGNER SuperGrid



## RESEARCHER SuperGrid


## MASTER SuperGrid
g_master <- p4+p5+p8+p9+p10+p11+p12+p13+p14

# is.repgrid(g_master) #verify is wff grid

PARTICIPANT-LEVEL

P04

WIP EXPLORE

Conflicts

## TODO WTAF is measured as 'conflict'? see 
# https://docs.openrepgrid.org/articles/web/measures-conflict.html
#Bell, R. C. (2004). A new approach to measuring inconsistency or conflict in grids. Personal Construct Theory & Practice, 1, 53–59.
#Heider, F. (1946). Attitudes and cognitive organization. Journal of Psychology, 21, 107–112.

indexConflict3(p4)
## 
## ##########################################################
## CONFLICT OR INCONSISTENCIES BASED ON TRIANGLE INEQUALITIES
## ##########################################################
## 
## Potential conflicts in grid:  150
## Actual conflicts in grid:  66
## Overall percentage of conflict in grid:  44 %
## 
## ELEMENTS
## ########
## 
## Percent of conflict attributable to element:
## 
##                      percentage
## 1 care-bear             1666.67
## 2 diamond-lady          1363.64
## 3 bullets               1212.12
## 4 heatmap                454.55
## 5 taxes                  151.52
## 6 penguins               606.06
## 7 physics-matplotlib    1666.67
## 8 interaction            909.09
## 9 slope-interaction      909.09
## 10 bayesian             1060.61
## 
## Chi-square test of equal count of conflicts for elements.
## 
##  Chi-squared test for given probabilities
## 
## data:  x$e.count
## X-squared = 14.909, df = 9, p-value = 0.09346
## 
## 
## CONSTRUCTS
## ##########
## 
## Percent of conflict attributable to construct:
## 
##                           percentage
## 1 not biased - biased          16.67
## 2 dry - sensationa             14.39
## 3 don't trus - trust the       12.88
## 4 don't beli - believe au      17.42
## 5 audience e - high edu l      14.39
## 6 stop - scroll                24.24
## 
## Chi-square test of equal count of conflicts for constructs.
## 
##  Chi-squared test for given probabilities
## 
## data:  x$c.count
## X-squared = 6.5455, df = 5, p-value = 0.2567

Implicative Dilemmas

#https://docs.openrepgrid.org/articles/web/measures-implicative.html

# Implicative dilemmas are closely related to the notion of conflict. An implicative dilemma arises when a desired change on one construct is associated with an undesired implication on another construct. E. g. a timid subject may want to become more socially skilled but associates being socially skilled with different negative characteristics (selfish, insensitive etc.). Hence, he may anticipate that becoming less timid will also make him more selfish (cf. Winter, 1982). 

indexDilemma(p4)
## 
## ####################
## Implicative Dilemmas
## ####################
## 
## -------------------------------------------------------------------------------
## 
## SUMMARY:
## 
## No. of Implicative Dilemmas (IDs): 3
## No. of possible construct pairs: 15
## Percentage of IDs (PID): 20.0% (3/15)
## Intensity of IDs (IID): 38.3
## Proportion of the intensity of constructs of IDs (PICID): 7.7
## 
## -------------------------------------------------------------------------------
## 
## PARAMETERS:
## 
## Self: Element No. 1 = care-bear
## Ideal: Element No. 10 = bayesian
## 
## Correlation Criterion: >= 0.35
## Note: Correlation calculated including elements Self & Ideal
## 
## Criteria (for construct classification):
## Discrepant if Self-Ideal difference: >= 3
## Congruent if Self-Ideal difference: <= 1
## 
## -------------------------------------------------------------------------------
## 
## CLASSIFICATION OF CONSTRUCTS:
## 
##    Note: Constructs aligned so 'Self' corresponds to left pole
## 
##                                                       Construct Self Ideal
## 1                                           biased - not biased    1     5
## 2                                             sensational - dry    1     4
## 3                         trust the data - don't trust the data    1     1
## 4 don't believe the author's message - believe author's message    1     5
## 5               audience education level (low) - high edu level    1     5
## 6                                                 stop - scroll    1     2
##   Difference Classification
## 1          4     discrepant
## 2          3     discrepant
## 3          0      congruent
## 4          4     discrepant
## 5          4     discrepant
## 6          1      congruent
## 
## -------------------------------------------------------------------------------
## 
## IMPLICATIVE DILEMMAS:
## 
##    Note: Congruent constructs on the left - Discrepant constructs on the right
## 
##                                  Congruent
## 1 3. trust the data - don't trust the data
## 2 3. trust the data - don't trust the data
## 3                         6. stop - scroll
##                                           Discrepant    R RexSI
## 1                             1. biased - not biased 0.39  0.42
## 2                               2. sensational - dry 0.41  0.42
## 3 5. audience education level (low) - high edu level 0.36   0.3
## 
##  R = Correlation including Self & Ideal
##  RexSI = Correlation excluding Self & Ideal
##  R was used as criterion
## TODO really actually figure out 1. if this is useful and 2. what it is doing. 3. how to define the self (vs) ideal self and align poles

PCA/biplots

biplotSimple(p4)

biplot2d(p4)

biplotEsa2d(p4)

biplotSlater2d(p4)

biplotPseudo3d(p4)

# biplot3d(p4)


## TODO! Figure out relationship between biplots and PCA, and precisely what the biplots are depicting
constructPca(p4) 
## 
## #################
## PCA of constructs
## #################
## 
## Number of components extracted: 3
## Type of rotation: varimax 
## 
## Loadings:
##                                                               RC1   RC2   RC3  
## not biased - biased                                            0.88 -0.33  0.31
## dry - sensational                                              0.91 -0.02  0.31
## don't trust the data - trust the data                          0.17  0.16  0.95
## don't believe the author's message - believe author's message -0.89 -0.22  0.12
## audience education level (low) - high edu level               -0.88  0.38 -0.16
## stop - scroll                                                 -0.08  0.96  0.17
## 
##                 RC1  RC2  RC3
## SS loadings    3.19 1.25 1.17
## Proportion Var 0.53 0.21 0.19
## Cumulative Var 0.53 0.74 0.93

CONSTRUCT ANALYSIS

statsConstructs(p4)
## 
## ####################################
## Desriptive statistics for constructs
## ####################################
## 
##                             vars  n mean   sd median trimmed  mad min max range
## (1) not biased - biased        1 10  2.2 1.55    1.5    2.00 0.74   1   5     4
## (2) dry - sensationa           2 10  3.0 1.70    3.0    3.00 2.97   1   5     4
## (3) don't trus - trust the     3 10  4.4 0.97    5.0    4.50 0.00   3   5     2
## (4) don't beli - believe au    4 10  3.6 1.84    5.0    3.75 0.00   1   5     4
## (5) audience e - high edu l    5 10  3.2 1.62    4.0    3.25 1.48   1   5     4
## (6) stop - scroll              6 10  1.8 1.23    1.0    1.62 0.00   1   4     3
##                              skew kurtosis   se
## (1) not biased - biased      0.67    -1.39 0.49
## (2) dry - sensationa         0.00    -1.83 0.54
## (3) don't trus - trust the  -0.75    -1.57 0.31
## (4) don't beli - believe au -0.43    -1.88 0.58
## (5) audience e - high edu l -0.43    -1.65 0.51
## (6) stop - scroll            0.98    -0.84 0.39
## ARF TODO reformat as df to get ridgeplot of histograms w/ constructs as rows

Construct Correlations

constructCor(g_master)
## 
## ##############################
## Correlation between constructs
## ##############################
## 
## Type of correlation:  pearson 
## 
##                                1     2     3     4     5     6     7     8
## not.biased...biased        1      0.89  0.39 -0.67 -0.95 -0.33  0.41 -0.18
## dry...sensationa           2            0.41 -0.68 -0.89  0.00  0.58  0.02
## don.t.trus...trust.the.    3                 -0.15 -0.20  0.26  0.32  0.34
## don.t.beli...believe.au    4                        0.59 -0.04 -0.64 -0.03
## audience.e...high.edu.l    5                              0.36 -0.41  0.14
## stop...scroll              6                                    0.44  0.68
## not.profes...profession    7                                          0.54
## no.skin.in...skin.in.th    8                                              
## informativ...persuasive    9                                              
## don.t.trus...trust.the..1 10                                              
## don.t.turs...trust.the.   11                                              
## low.author...high.autho   12                                              
## general.au...niche.audi   13                                              
## less.educa...more.educa   14                                              
## ignore...stop.and.l       15                                              
## not.clear....clear.over   16                                              
## very.ugly....very.nice    17                                              
## author.low...high.data.   18                                              
## author.low...high.data..1 19                                              
## author.low...author.hig   20                                              
## low.engage...high.engag   21                                              
## low.access...high.acces   22                                              
## Niche.audi...General.au   23                                              
## Audience.l...Audience.h   24                                              
## More.infor...More.call.   25                                              
## Data.colle...Data.colle   26                                              
## bad.data.r...good.data.   27                                              
## not.trustw...trustworth   28                                              
## would.not....would.spen   29                                              
## niche.audi...general.au   30                                              
## designer.h...designer.h   31                                              
## would.not....would.read   32                                              
## easier.to....harder.to.   33                                              
## scroll.pas...stop.and.l   34                                              
## less.likel...more.likel   35                                              
## less.likel...more.likel.1 36                                              
## less.likel...more.likel.2 37                                              
## author.les...author.mor   38                                              
## author.les...author.mor.1 39                                              
## Publicatio...publicatio   40                                              
## not.legibl...legible..I   41                                              
## not.readab...readable..   42                                              
## Not.showca...Showcasing   43                                              
## Not.tell.a...Tell.a.sto   44                                              
## will.not.s...Share.it.w   45                                              
## will.not.c...Leave.a.co   46                                              
## will.not.u...will.upvot   47                                              
## keep.scrol...stop.and.l   48                                              
## Poorly.com...Communicat   49                                              
## Design.qua...Design.qua   50                                              
## Untrustwor...Trustworth   51                                              
## audience.l...audience.h   52                                              
## more.illus...more.data.   53                                              
## lower.desi...higher.des   54                                              
## misleading...unbiased     55                                              
## not.much.t...thought.pu   56                                              
## not.much.t...thought.pu.1 57                                              
## author.low...author.hig.1 58                                              
## scroll.on...pause         59                                              
## color.as.d...color.as.a   60                                              
## less.time....more.time.   61                                              
## less.thoug...more.thoug   62                                              
## less.succe...more.succe   63                                              
## explanator...call.for.a   64                                              
## X..pure.inf...author.has  65                                              
## scroll.on...stop.and.l    66                                              
## low.visual...high.visua   67                                              
## specific.a...general.au   68                                              
## hard.to.un...easy.to.un   69                                              
## scroll.pas...stop.and.l.1 70                                              
## informativ...narrative    71                                              
##                               9    10    11    12    13    14    15    16    17
## not.biased...biased        0.89 -0.64 -0.74  0.27 -0.82 -0.81  0.23  0.36 -0.18
## dry...sensationa           0.70 -0.41 -0.65  0.10 -0.71 -0.72  0.39  0.26  0.04
## don.t.trus...trust.the.    0.42 -0.22 -0.07  0.57 -0.05  0.02  0.50 -0.02  0.15
## don.t.beli...believe.au   -0.73  0.50  0.47  0.08  0.64  0.58 -0.43 -0.19  0.08
## audience.e...high.edu.l   -0.76  0.48  0.67 -0.21  0.76  0.82 -0.21 -0.26  0.22
## stop...scroll             -0.23  0.23  0.28  0.09  0.27  0.30  0.64  0.04  0.75
## not.profes...profession    0.28  0.16  0.05  0.14 -0.16 -0.07  0.87  0.13  0.17
## no.skin.in...skin.in.th   -0.13  0.39  0.61  0.51  0.47  0.41  0.81 -0.41  0.44
## informativ...persuasive         -0.85 -0.70  0.39 -0.80 -0.79  0.24  0.32 -0.11
## don.t.trus...trust.the..1              0.80 -0.20  0.79  0.80  0.14 -0.40  0.00
## don.t.turs...trust.the.                      0.13  0.94  0.91  0.25 -0.62  0.00
## low.author...high.autho                            0.09 -0.01  0.47 -0.14  0.04
## general.au...niche.audi                                  0.93  0.06 -0.68 -0.06
## less.educa...more.educa                                        0.08 -0.45  0.06
## ignore...stop.and.l                                                 -0.04  0.33
## not.clear....clear.over                                                    0.38
## very.ugly....very.nice                                                         
## author.low...high.data.                                                        
## author.low...high.data..1                                                      
## author.low...author.hig                                                        
## low.engage...high.engag                                                        
## low.access...high.acces                                                        
## Niche.audi...General.au                                                        
## Audience.l...Audience.h                                                        
## More.infor...More.call.                                                        
## Data.colle...Data.colle                                                        
## bad.data.r...good.data.                                                        
## not.trustw...trustworth                                                        
## would.not....would.spen                                                        
## niche.audi...general.au                                                        
## designer.h...designer.h                                                        
## would.not....would.read                                                        
## easier.to....harder.to.                                                        
## scroll.pas...stop.and.l                                                        
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              18    19    20    21    22    23    24    25    26
## not.biased...biased       -0.84 -0.10  0.75  0.86 -0.08  0.86 -0.86 -0.17 -0.53
## dry...sensationa          -0.73  0.14  0.79  0.98 -0.10  0.97 -0.87 -0.40 -0.81
## don.t.trus...trust.the.   -0.29  0.24  0.28  0.44 -0.07  0.38 -0.17 -0.49 -0.28
## don.t.beli...believe.au    0.62  0.08 -0.80 -0.72  0.17 -0.73  0.72  0.00  0.40
## audience.e...high.edu.l    0.83  0.19 -0.68 -0.84  0.08 -0.86  0.88  0.12  0.66
## stop...scroll              0.49  0.69  0.09  0.12 -0.11  0.10  0.09  0.00 -0.23
## not.profes...profession   -0.42  0.06  0.70  0.69 -0.14  0.71 -0.64 -0.05 -0.73
## no.skin.in...skin.in.th    0.30  0.22  0.16  0.11 -0.45  0.08  0.03  0.19 -0.30
## informativ...persuasive   -0.66 -0.06  0.68  0.69 -0.17  0.69 -0.69  0.05 -0.22
## don.t.trus...trust.the..1  0.34 -0.12 -0.38 -0.39  0.05 -0.38  0.39 -0.11 -0.14
## don.t.turs...trust.the.    0.51 -0.22 -0.49 -0.61 -0.14 -0.61  0.61  0.19  0.21
## low.author...high.autho    0.02 -0.02  0.05  0.14 -0.48  0.13 -0.04  0.30 -0.02
## general.au...niche.audi    0.63 -0.15 -0.70 -0.69 -0.18 -0.71  0.79  0.03  0.27
## less.educa...more.educa    0.57 -0.03 -0.55 -0.66  0.01 -0.69  0.72 -0.03  0.33
## ignore...stop.and.l       -0.15  0.15  0.48  0.51 -0.24  0.53 -0.40  0.09 -0.58
## not.clear....clear.over   -0.22  0.44  0.43  0.33  0.53  0.37 -0.50  0.11 -0.04
## very.ugly....very.nice     0.45  0.89  0.27  0.12  0.16  0.08 -0.08  0.09 -0.08
## author.low...high.data.          0.43 -0.60 -0.69 -0.22 -0.72  0.78  0.33  0.54
## author.low...high.data..1              0.22  0.20  0.06  0.13 -0.02 -0.16 -0.07
## author.low...author.hig                      0.85 -0.03  0.82 -0.89 -0.06 -0.54
## low.engage...high.engag                           -0.11  0.99 -0.89 -0.33 -0.80
## low.access...high.acces                                 -0.05 -0.14 -0.20  0.02
## Niche.audi...General.au                                       -0.92 -0.26 -0.82
## Audience.l...Audience.h                                              0.06  0.69
## More.infor...More.call.                                                    0.42
## Data.colle...Data.colle                                                        
## bad.data.r...good.data.                                                        
## not.trustw...trustworth                                                        
## would.not....would.spen                                                        
## niche.audi...general.au                                                        
## designer.h...designer.h                                                        
## would.not....would.read                                                        
## easier.to....harder.to.                                                        
## scroll.pas...stop.and.l                                                        
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              27    28    29    30    31    32    33    34    35
## not.biased...biased       -0.47 -0.75  0.35  0.58  0.68  0.60 -0.65  0.73  0.12
## dry...sensationa          -0.30 -0.67  0.67  0.82  0.91  0.51 -0.59  0.92  0.32
## don.t.trus...trust.the.    0.03 -0.22  0.16  0.25  0.34  0.23 -0.49  0.32  0.51
## don.t.beli...believe.au    0.02  0.35 -0.39 -0.58 -0.62 -0.12  0.44 -0.71 -0.12
## audience.e...high.edu.l    0.60  0.86 -0.42 -0.61 -0.72 -0.65  0.62 -0.73 -0.10
## stop...scroll              0.71  0.51  0.48  0.40  0.23 -0.20 -0.11  0.30  0.80
## not.profes...profession   -0.14 -0.31  0.77  0.77  0.72  0.50 -0.58  0.75  0.60
## no.skin.in...skin.in.th    0.22  0.07  0.30  0.15  0.13  0.12 -0.23  0.19  0.67
## informativ...persuasive   -0.18 -0.52  0.09  0.37  0.44  0.34 -0.61  0.57  0.13
## don.t.trus...trust.the..1 -0.14  0.17  0.18 -0.13 -0.14  0.03  0.32 -0.30  0.04
## don.t.turs...trust.the.    0.06  0.30 -0.22 -0.47 -0.46 -0.20  0.29 -0.54  0.08
## low.author...high.autho   -0.14 -0.25 -0.07 -0.06 -0.02  0.46 -0.41  0.08  0.47
## general.au...niche.audi    0.14  0.38 -0.25 -0.54 -0.49 -0.33  0.50 -0.61  0.01
## less.educa...more.educa    0.20  0.50 -0.22 -0.49 -0.52 -0.27  0.43 -0.61  0.01
## ignore...stop.and.l        0.05 -0.18  0.56  0.57  0.52  0.37 -0.63  0.58  0.83
## not.clear....clear.over    0.09  0.13  0.27  0.47  0.19  0.39 -0.43  0.31  0.20
## very.ugly....very.nice     0.66  0.51  0.30  0.31  0.05 -0.06 -0.22  0.20  0.61
## author.low...high.data.    0.69  0.84 -0.23 -0.46 -0.60 -0.51  0.61 -0.52  0.11
## author.low...high.data..1  0.72  0.55  0.40  0.37  0.15 -0.09 -0.02  0.28  0.53
## author.low...author.hig   -0.10 -0.38  0.56  0.71  0.65  0.48 -0.62  0.78  0.28
## low.engage...high.engag   -0.23 -0.59  0.73  0.88  0.92  0.54 -0.64  0.96  0.43
## low.access...high.acces   -0.10  0.05 -0.16  0.06 -0.10 -0.01 -0.31 -0.19 -0.07
## Niche.audi...General.au   -0.28 -0.63  0.73  0.90  0.93  0.57 -0.70  0.96  0.45
## Audience.l...Audience.h    0.40  0.64 -0.57 -0.78 -0.75 -0.64  0.76 -0.81 -0.27
## More.infor...More.call.    0.09  0.21 -0.29 -0.27 -0.45  0.08 -0.06 -0.25  0.04
## Data.colle...Data.colle    0.38  0.63 -0.82 -0.84 -0.92 -0.52  0.53 -0.82 -0.51
## bad.data.r...good.data.          0.85 -0.03 -0.05 -0.23 -0.65  0.31 -0.08  0.28
## not.trustw...trustworth               -0.19 -0.32 -0.55 -0.59  0.53 -0.44  0.04
## would.not....would.spen                      0.91  0.86  0.47 -0.29  0.85  0.57
## niche.audi...general.au                            0.93  0.48 -0.57  0.95  0.61
## designer.h...designer.h                                  0.44 -0.49  0.95  0.46
## would.not....would.read                                       -0.60  0.46  0.31
## easier.to....harder.to.                                             -0.55 -0.58
## scroll.pas...stop.and.l                                                    0.54
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              36    37    38    39    40    41    42    43    44
## not.biased...biased        0.12  0.61  0.46 -0.84 -0.70 -0.79  0.72 -0.80  0.78
## dry...sensationa           0.25  0.83  0.63 -0.62 -0.87 -0.58  0.89 -0.62  0.91
## don.t.trus...trust.the.   -0.13  0.24  0.23  0.00 -0.34 -0.31  0.47 -0.02  0.18
## don.t.beli...believe.au   -0.47 -0.64 -0.49  0.77  0.77  0.34 -0.72  0.59 -0.84
## audience.e...high.edu.l   -0.06 -0.66 -0.52  0.80  0.71  0.67 -0.70  0.75 -0.80
## stop...scroll              0.48  0.29  0.48  0.38 -0.24  0.32  0.35  0.44  0.11
## not.profes...profession    0.35  0.87  0.87 -0.27 -0.56  0.10  0.83  0.02  0.67
## no.skin.in...skin.in.th   -0.11  0.22  0.58  0.22 -0.18  0.45  0.30  0.48  0.01
## informativ...persuasive    0.18  0.36  0.34 -0.90 -0.67 -0.83  0.60 -0.84  0.65
## don.t.trus...trust.the..1 -0.29  0.00  0.02  0.75  0.47  0.88 -0.26  0.85 -0.41
## don.t.turs...trust.the.   -0.43 -0.34 -0.11  0.67  0.54  0.89 -0.42  0.87 -0.62
## low.author...high.autho   -0.42 -0.06  0.33 -0.18 -0.07 -0.28  0.16 -0.10 -0.11
## general.au...niche.audi   -0.51 -0.46 -0.30  0.82  0.60  0.86 -0.56  0.85 -0.74
## less.educa...more.educa   -0.35 -0.40 -0.28  0.85  0.68  0.85 -0.51  0.93 -0.73
## ignore...stop.and.l        0.23  0.63  0.82 -0.12 -0.50  0.14  0.73  0.17  0.44
## not.clear....clear.over    0.71  0.32  0.28 -0.32 -0.07 -0.56  0.33 -0.31  0.32
## very.ugly....very.nice     0.54  0.15  0.40  0.23 -0.13  0.00  0.25  0.30  0.08
## author.low...high.data.   -0.04 -0.58 -0.25  0.66  0.53  0.48 -0.60  0.56 -0.69
## author.low...high.data..1  0.52  0.16  0.29  0.25 -0.15 -0.17  0.23  0.12  0.09
## author.low...author.hig    0.45  0.75  0.71 -0.68 -0.68 -0.43  0.82 -0.44  0.82
## low.engage...high.engag    0.34  0.89  0.73 -0.61 -0.86 -0.54  0.94 -0.56  0.92
## low.access...high.acces    0.41  0.00 -0.23  0.18  0.19 -0.05 -0.02  0.21  0.00
## Niche.audi...General.au    0.39  0.90  0.75 -0.65 -0.87 -0.54  0.95 -0.58  0.94
## Audience.l...Audience.h   -0.42 -0.82 -0.70  0.75  0.71  0.54 -0.85  0.56 -0.90
## More.infor...More.call.    0.11 -0.29  0.16 -0.29  0.25  0.05 -0.23 -0.04 -0.21
## Data.colle...Data.colle   -0.17 -0.90 -0.72  0.21  0.72  0.09 -0.83  0.14 -0.76
## bad.data.r...good.data.    0.48 -0.23 -0.08  0.31  0.01  0.13 -0.12  0.22 -0.17
## not.trustw...trustworth    0.33 -0.47 -0.29  0.56  0.50  0.36 -0.48  0.48 -0.54
## would.not....would.spen    0.41  0.90  0.80 -0.10 -0.56 -0.03  0.76 -0.08  0.66
## niche.audi...general.au    0.60  0.96  0.81 -0.35 -0.75 -0.30  0.92 -0.30  0.86
## designer.h...designer.h    0.34  0.94  0.70 -0.39 -0.85 -0.31  0.90 -0.40  0.89
## would.not....would.read   -0.09  0.55  0.64 -0.37 -0.14 -0.35  0.50 -0.21  0.33
## easier.to....harder.to.   -0.32 -0.57 -0.63  0.50  0.54  0.45 -0.76  0.25 -0.60
## scroll.pas...stop.and.l    0.46  0.93  0.81 -0.53 -0.88 -0.42  0.95 -0.49  0.92
## less.likel...more.likel    0.38  0.51  0.75  0.07 -0.43 -0.04  0.64  0.17  0.32
## less.likel...more.likel.1        0.45  0.38 -0.23 -0.39 -0.20  0.47 -0.16  0.52
## less.likel...more.likel.2              0.83 -0.38 -0.73 -0.17  0.92 -0.25  0.87
## author.les...author.mor                     -0.36 -0.59 -0.12  0.83 -0.12  0.66
## author.les...author.mor.1                          0.60  0.70 -0.50  0.87 -0.68
## Publicatio...publicatio                                  0.44 -0.86  0.58 -0.92
## not.legibl...legible..I                                       -0.37  0.85 -0.45
## not.readab...readable..                                             -0.36  0.90
## Not.showca...Showcasing                                                   -0.59
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              45    46    47    48    49    50    51    52    53
## not.biased...biased        0.93  0.90  0.89  0.91  0.64  0.67 -0.87 -0.88  0.88
## dry...sensationa           0.86  0.71  0.95  0.95  0.78  0.85 -0.90 -0.94  0.96
## don.t.trus...trust.the.    0.30  0.32  0.48  0.38  0.38  0.52 -0.43 -0.47  0.56
## don.t.beli...believe.au   -0.75 -0.60 -0.68 -0.63 -0.42 -0.66  0.77  0.74 -0.59
## audience.e...high.edu.l   -0.90 -0.87 -0.88 -0.91 -0.63 -0.66  0.86  0.86 -0.84
## stop...scroll             -0.22 -0.48  0.08 -0.08  0.33  0.40  0.01 -0.11  0.00
## not.profes...profession    0.36  0.25  0.69  0.39  0.37  0.71 -0.54 -0.72  0.53
## no.skin.in...skin.in.th   -0.10 -0.09  0.16 -0.06  0.01  0.46 -0.11 -0.17  0.13
## informativ...persuasive    0.91  0.87  0.75  0.79  0.57  0.62 -0.83 -0.76  0.72
## don.t.trus...trust.the..1 -0.71 -0.61 -0.42 -0.60 -0.52 -0.33  0.56  0.44 -0.43
## don.t.turs...trust.the.   -0.73 -0.54 -0.57 -0.74 -0.70 -0.35  0.57  0.56 -0.58
## low.author...high.autho    0.18  0.35  0.29  0.17  0.16  0.30 -0.26 -0.28  0.28
## general.au...niche.audi   -0.85 -0.67 -0.69 -0.79 -0.68 -0.48  0.67  0.68 -0.63
## less.educa...more.educa   -0.86 -0.72 -0.67 -0.85 -0.71 -0.50  0.74  0.67 -0.63
## ignore...stop.and.l        0.24  0.17  0.57  0.28  0.37  0.72 -0.48 -0.60  0.41
## not.clear....clear.over    0.28  0.08  0.35  0.27  0.51  0.11 -0.09 -0.32  0.18
## very.ugly....very.nice    -0.03 -0.30  0.13  0.05  0.40  0.36  0.05 -0.08  0.09
## author.low...high.data.   -0.76 -0.81 -0.72 -0.71 -0.35 -0.46  0.73  0.71 -0.67
## author.low...high.data..1 -0.03 -0.35  0.14  0.11  0.50  0.30  0.05 -0.10  0.19
## author.low...author.hig    0.79  0.63  0.84  0.71  0.53  0.78 -0.72 -0.82  0.78
## low.engage...high.engag    0.83  0.65  0.97  0.91  0.79  0.88 -0.88 -0.97  0.94
## low.access...high.acces   -0.05 -0.11 -0.08 -0.04  0.06 -0.18  0.18  0.11 -0.21
## Niche.audi...General.au    0.83  0.66  0.98  0.91  0.81  0.86 -0.89 -0.98  0.89
## Audience.l...Audience.h   -0.85 -0.73 -0.92 -0.84 -0.66 -0.74  0.80  0.90 -0.79
## More.infor...More.call.   -0.10 -0.02 -0.20 -0.29 -0.22 -0.19  0.19  0.18 -0.41
## Data.colle...Data.colle   -0.49 -0.36 -0.78 -0.68 -0.62 -0.76  0.67  0.77 -0.72
## bad.data.r...good.data.   -0.29 -0.55 -0.31 -0.28  0.09  0.00  0.26  0.27 -0.27
## not.trustw...trustworth   -0.68 -0.82 -0.65 -0.69 -0.29 -0.46  0.71  0.64 -0.65
## would.not....would.spen    0.26  0.02  0.65  0.46  0.61  0.62 -0.42 -0.65  0.58
## niche.audi...general.au    0.54  0.27  0.83  0.70  0.82  0.77 -0.66 -0.84  0.70
## designer.h...designer.h    0.63  0.43  0.85  0.79  0.76  0.80 -0.78 -0.88  0.81
## would.not....would.read    0.38  0.46  0.64  0.42  0.33  0.35 -0.35 -0.58  0.53
## easier.to....harder.to.   -0.65 -0.63 -0.78 -0.64 -0.60 -0.70  0.68  0.77 -0.58
## scroll.pas...stop.and.l    0.70  0.47  0.91  0.82  0.82  0.87 -0.82 -0.93  0.84
## less.likel...more.likel    0.12 -0.05  0.49  0.28  0.62  0.65 -0.33 -0.51  0.34
## less.likel...more.likel.1  0.23 -0.12  0.29  0.24  0.54  0.33 -0.20 -0.33  0.09
## less.likel...more.likel.2  0.55  0.35  0.84  0.67  0.66  0.76 -0.68 -0.85  0.72
## author.les...author.mor    0.44  0.29  0.77  0.51  0.59  0.77 -0.56 -0.76  0.60
## author.les...author.mor.1 -0.87 -0.85 -0.67 -0.71 -0.43 -0.49  0.75  0.68 -0.58
## Publicatio...publicatio   -0.81 -0.60 -0.83 -0.88 -0.78 -0.91  0.94  0.87 -0.80
## not.legibl...legible..I   -0.74 -0.66 -0.59 -0.72 -0.67 -0.36  0.58  0.57 -0.60
## not.readab...readable..    0.72  0.53  0.94  0.80  0.79  0.93 -0.84 -0.96  0.82
## Not.showca...Showcasing   -0.79 -0.73 -0.56 -0.73 -0.54 -0.35  0.68  0.58 -0.57
## Not.tell.a...Tell.a.sto    0.84  0.62  0.88  0.87  0.74  0.83 -0.89 -0.91  0.79
## will.not.s...Share.it.w          0.91  0.86  0.94  0.66  0.76 -0.93 -0.85  0.85
## will.not.c...Leave.a.co                0.73  0.80  0.39  0.58 -0.83 -0.72  0.74
## will.not.u...will.upvot                      0.91  0.79  0.89 -0.90 -0.99  0.93
## keep.scrol...stop.and.l                            0.82  0.83 -0.94 -0.90  0.92
## Poorly.com...Communicat                                  0.76 -0.72 -0.80  0.72
## Design.qua...Design.qua                                       -0.88 -0.90  0.85
## Untrustwor...Trustworth                                              0.93 -0.87
## audience.l...audience.h                                                   -0.90
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              54    55    56    57    58    59    60    61    62
## not.biased...biased       -0.18 -0.37 -0.42  0.56 -0.90 -0.57 -0.54  0.81  0.70
## dry...sensationa           0.24 -0.28 -0.09  0.69 -0.87 -0.38 -0.41  0.96  0.84
## don.t.trus...trust.the.   -0.06  0.34  0.18  0.11 -0.28 -0.55  0.05  0.31  0.10
## don.t.beli...believe.au   -0.13  0.12  0.08 -0.55  0.87  0.38  0.41 -0.59 -0.83
## audience.e...high.edu.l    0.14  0.46  0.46 -0.58  0.88  0.46  0.55 -0.85 -0.71
## stop...scroll              0.72  0.34  0.66  0.18  0.11  0.18  0.64  0.08  0.03
## not.profes...profession    0.40 -0.04  0.23  0.55 -0.60 -0.18 -0.01  0.62  0.48
## no.skin.in...skin.in.th    0.21  0.33  0.33  0.19 -0.03 -0.19  0.64  0.00  0.02
## informativ...persuasive   -0.32 -0.21 -0.45  0.44 -0.85 -0.69 -0.41  0.56  0.63
## don.t.trus...trust.the..1  0.29  0.17  0.42 -0.23  0.56  0.49  0.33 -0.29 -0.45
## don.t.turs...trust.the.   -0.06  0.43  0.31 -0.41  0.59  0.19  0.51 -0.63 -0.59
## low.author...high.autho   -0.48  0.23 -0.18 -0.09 -0.14 -0.73  0.42  0.03 -0.16
## general.au...niche.audi   -0.01  0.59  0.47 -0.62  0.77  0.18  0.57 -0.68 -0.67
## less.educa...more.educa    0.06  0.47  0.47 -0.49  0.76  0.32  0.51 -0.68 -0.70
## ignore...stop.and.l        0.27  0.17  0.25  0.38 -0.44 -0.32  0.28  0.41  0.25
## not.clear....clear.over    0.22 -0.63 -0.27  0.45 -0.26  0.29 -0.25  0.37  0.07
## very.ugly....very.nice     0.58 -0.20  0.20  0.52  0.05  0.41  0.48  0.09  0.05
## author.low...high.data.    0.24  0.39  0.45 -0.43  0.79  0.36  0.84 -0.68 -0.54
## author.low...high.data..1  0.67 -0.03  0.41  0.38  0.10  0.31  0.48  0.17  0.11
## author.low...author.hig    0.21 -0.45 -0.20  0.89 -0.86 -0.19 -0.31  0.72  0.78
## low.engage...high.engag    0.30 -0.26 -0.03  0.72 -0.87 -0.37 -0.33  0.96  0.82
## low.access...high.acces    0.09 -0.56 -0.32  0.18  0.07  0.63 -0.55  0.03 -0.27
## Niche.audi...General.au    0.28 -0.30 -0.09  0.69 -0.89 -0.36 -0.38  0.97  0.78
## Audience.l...Audience.h   -0.12  0.62  0.39 -0.83  0.91  0.18  0.53 -0.87 -0.73
## More.infor...More.call.   -0.34 -0.21 -0.40 -0.05  0.04 -0.02  0.31 -0.37 -0.24
## Data.colle...Data.colle   -0.46  0.18 -0.14 -0.56  0.60  0.11  0.22 -0.88 -0.59
## bad.data.r...good.data.    0.50  0.37  0.53 -0.05  0.31  0.24  0.57 -0.32 -0.04
## not.trustw...trustworth    0.37  0.30  0.48 -0.30  0.68  0.49  0.60 -0.63 -0.45
## would.not....would.spen    0.74 -0.08  0.45  0.52 -0.40  0.04  0.11  0.77  0.53
## niche.audi...general.au    0.63 -0.26  0.20  0.67 -0.65 -0.03 -0.17  0.92  0.65
## designer.h...designer.h    0.50 -0.09  0.22  0.55 -0.72 -0.25 -0.28  0.95  0.75
## would.not....would.read   -0.15 -0.47 -0.35  0.41 -0.42 -0.25 -0.13  0.57  0.11
## easier.to....harder.to.    0.09  0.45  0.45 -0.60  0.72  0.27  0.35 -0.62 -0.29
## scroll.pas...stop.and.l    0.48 -0.15  0.15  0.66 -0.79 -0.30 -0.16  0.94  0.80
## less.likel...more.likel    0.45  0.13  0.32  0.31 -0.22 -0.14  0.44  0.42  0.08
## less.likel...more.likel.1  0.62 -0.34  0.10  0.50 -0.32  0.40 -0.13  0.37  0.33
## less.likel...more.likel.2  0.54 -0.25  0.17  0.67 -0.70 -0.09 -0.24  0.90  0.67
## author.les...author.mor    0.40 -0.23  0.08  0.67 -0.59 -0.17  0.18  0.69  0.48
## author.les...author.mor.1  0.32  0.42  0.58 -0.48  0.86  0.52  0.49 -0.53 -0.67
## Publicatio...publicatio   -0.32  0.06 -0.03 -0.59  0.85  0.40  0.28 -0.82 -0.88
## not.legibl...legible..I    0.25  0.36  0.48 -0.32  0.57  0.44  0.37 -0.51 -0.40
## not.readab...readable..    0.39 -0.20  0.05  0.71 -0.83 -0.29 -0.23  0.90  0.71
## Not.showca...Showcasing    0.24  0.24  0.40 -0.25  0.68  0.54  0.46 -0.53 -0.64
## Not.tell.a...Tell.a.sto    0.35 -0.33 -0.09  0.74 -0.91 -0.22 -0.47  0.91  0.89
## will.not.s...Share.it.w   -0.13 -0.41 -0.47  0.68 -0.95 -0.48 -0.55  0.75  0.82
## will.not.c...Leave.a.co   -0.48 -0.36 -0.65  0.48 -0.86 -0.63 -0.58  0.57  0.61
## will.not.u...will.upvot    0.15 -0.33 -0.19  0.72 -0.90 -0.43 -0.32  0.93  0.73
## keep.scrol...stop.and.l    0.08 -0.34 -0.29  0.66 -0.88 -0.43 -0.46  0.89  0.81
## Poorly.com...Communicat    0.41 -0.23  0.01  0.55 -0.62 -0.21 -0.13  0.84  0.57
## Design.qua...Design.qua    0.31 -0.12  0.01  0.73 -0.81 -0.38 -0.09  0.80  0.76
## Untrustwor...Trustworth   -0.01  0.16  0.23 -0.58  0.94  0.59  0.42 -0.82 -0.82
## audience.l...audience.h   -0.17  0.25  0.13 -0.67  0.91  0.47  0.33 -0.92 -0.75
## more.illus...more.data.    0.12 -0.19 -0.10  0.66 -0.81 -0.50 -0.28  0.87  0.78
## lower.desi...higher.des          0.05  0.69  0.34  0.03  0.51  0.25  0.37  0.30
## misleading...unbiased                  0.72 -0.66  0.37 -0.42  0.50 -0.34 -0.19
## not.much.t...thought.pu                     -0.28  0.37  0.10  0.54 -0.04 -0.02
## not.much.t...thought.pu.1                         -0.71  0.15 -0.26  0.67  0.69
## author.low...author.hig.1                                0.45  0.53 -0.79 -0.83
## scroll.on...pause                                             -0.01 -0.22 -0.28
## color.as.d...color.as.a                                             -0.39 -0.35
## less.time....more.time.                                                    0.74
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              63    64    65    66    67    68    69    70    71
## not.biased...biased        0.57  0.83  0.77  0.77  0.68  0.57  0.38  0.92  0.86
## dry...sensationa           0.36  0.85  0.75  0.94  0.78  0.74  0.37  0.80  0.92
## don.t.trus...trust.the.    0.06  0.03  0.00  0.25  0.63  0.63  0.75  0.53  0.55
## don.t.beli...believe.au   -0.36 -0.67 -0.77 -0.74 -0.64 -0.56 -0.06 -0.62 -0.60
## audience.e...high.edu.l   -0.57 -0.85 -0.74 -0.77 -0.57 -0.49 -0.19 -0.84 -0.85
## stop...scroll             -0.48 -0.35 -0.30  0.10  0.45  0.56  0.32 -0.14  0.12
## not.profes...profession    0.23  0.29  0.17  0.52  0.67  0.79  0.19  0.62  0.65
## no.skin.in...skin.in.th   -0.39 -0.44 -0.46 -0.09  0.37  0.52  0.27  0.11  0.22
## informativ...persuasive    0.48  0.63  0.74  0.62  0.70  0.53  0.43  0.82  0.74
## don.t.trus...trust.the..1 -0.29 -0.50 -0.71 -0.46 -0.48 -0.23 -0.36 -0.45 -0.42
## don.t.turs...trust.the.   -0.38 -0.81 -0.85 -0.74 -0.46 -0.27 -0.28 -0.49 -0.52
## low.author...high.autho   -0.05 -0.27 -0.27 -0.15  0.42  0.40  0.54  0.49  0.40
## general.au...niche.audi   -0.54 -0.83 -0.87 -0.76 -0.56 -0.38 -0.30 -0.64 -0.61
## less.educa...more.educa   -0.44 -0.83 -0.88 -0.75 -0.50 -0.32 -0.14 -0.58 -0.65
## ignore...stop.and.l        0.06 -0.06 -0.10  0.28  0.70  0.82  0.34  0.51  0.61
## not.clear....clear.over    0.45  0.32  0.30  0.34  0.37  0.29  0.41  0.36  0.26
## very.ugly....very.nice    -0.32 -0.23 -0.19  0.13  0.42  0.47  0.57 -0.07  0.11
## author.low...high.data.   -0.80 -0.79 -0.68 -0.61 -0.37 -0.31 -0.05 -0.75 -0.67
## author.low...high.data..1 -0.46 -0.08 -0.05  0.27  0.46  0.48  0.65 -0.06  0.11
## author.low...author.hig    0.37  0.65  0.62  0.77  0.77  0.74  0.45  0.78  0.72
## low.engage...high.engag    0.34  0.79  0.69  0.93  0.85  0.83  0.43  0.84  0.93
## low.access...high.acces    0.60  0.06  0.00 -0.04 -0.20 -0.21 -0.03 -0.13 -0.11
## Niche.audi...General.au    0.44  0.79  0.69  0.92  0.83  0.80  0.34  0.84  0.95
## Audience.l...Audience.h   -0.64 -0.79 -0.69 -0.81 -0.69 -0.65 -0.27 -0.84 -0.84
## More.infor...More.call.    0.03 -0.37 -0.23 -0.40 -0.11 -0.16 -0.19 -0.05 -0.20
## Data.colle...Data.colle   -0.25 -0.58 -0.35 -0.72 -0.57 -0.67 -0.11 -0.55 -0.78
## bad.data.r...good.data.   -0.63 -0.39 -0.15 -0.07  0.15  0.13  0.25 -0.45 -0.31
## not.trustw...trustworth   -0.61 -0.64 -0.47 -0.46 -0.25 -0.23  0.06 -0.67 -0.68
## would.not....would.spen   -0.05  0.44  0.25  0.69  0.61  0.73  0.21  0.44  0.60
## niche.audi...general.au    0.26  0.63  0.50  0.85  0.77  0.81  0.30  0.61  0.79
## designer.h...designer.h    0.24  0.74  0.59  0.90  0.72  0.75  0.19  0.64  0.84
## would.not....would.read    0.46  0.31  0.06  0.28  0.41  0.46  0.37  0.77  0.61
## easier.to....harder.to.   -0.70 -0.33 -0.27 -0.44 -0.69 -0.67 -0.46 -0.77 -0.80
## scroll.pas...stop.and.l    0.20  0.71  0.63  0.92  0.85  0.85  0.32  0.72  0.88
## less.likel...more.likel   -0.07 -0.14 -0.18  0.27  0.71  0.80  0.53  0.35  0.57
## less.likel...more.likel.1  0.21  0.28  0.38  0.48  0.43  0.39  0.12  0.09  0.22
## less.likel...more.likel.2  0.32  0.64  0.47  0.81  0.70  0.78  0.19  0.66  0.79
## author.les...author.mor    0.13  0.28  0.16  0.55  0.77  0.86  0.36  0.66  0.74
## author.les...author.mor.1 -0.54 -0.71 -0.79 -0.59 -0.50 -0.33 -0.09 -0.72 -0.61
## Publicatio...publicatio   -0.21 -0.71 -0.74 -0.90 -0.78 -0.73 -0.20 -0.59 -0.84
## not.legibl...legible..I   -0.40 -0.61 -0.66 -0.55 -0.53 -0.33 -0.51 -0.63 -0.59
## not.readab...readable..    0.36  0.61  0.53  0.84  0.89  0.91  0.40  0.78  0.92
## Not.showca...Showcasing   -0.35 -0.78 -0.86 -0.64 -0.42 -0.21 -0.10 -0.57 -0.54
## Not.tell.a...Tell.a.sto    0.43  0.84  0.81  0.94  0.73  0.69  0.14  0.68  0.83
## will.not.s...Share.it.w    0.52  0.82  0.84  0.81  0.69  0.55  0.32  0.79  0.83
## will.not.c...Leave.a.co    0.60  0.68  0.67  0.55  0.49  0.36  0.23  0.80  0.72
## will.not.u...will.upvot    0.45  0.72  0.62  0.85  0.87  0.84  0.47  0.91  0.98
## keep.scrol...stop.and.l    0.42  0.84  0.79  0.89  0.75  0.65  0.37  0.76  0.91
## Poorly.com...Communicat    0.22  0.59  0.56  0.81  0.81  0.74  0.49  0.57  0.82
## Design.qua...Design.qua    0.18  0.52  0.49  0.79  0.90  0.90  0.47  0.70  0.90
## Untrustwor...Trustworth   -0.42 -0.75 -0.75 -0.83 -0.77 -0.69 -0.27 -0.79 -0.92
## audience.l...audience.h   -0.45 -0.72 -0.65 -0.86 -0.88 -0.84 -0.41 -0.89 -0.98
## more.illus...more.data.    0.25  0.74  0.64  0.85  0.81  0.77  0.54  0.83  0.91
## lower.desi...higher.des   -0.36  0.13  0.07  0.44  0.29  0.41  0.06 -0.18  0.10
## misleading...unbiased     -0.62 -0.42 -0.32 -0.26 -0.05 -0.01 -0.06 -0.30 -0.22
## not.much.t...thought.pu   -0.69 -0.25 -0.26  0.03  0.08  0.21  0.01 -0.34 -0.16
## not.much.t...thought.pu.1  0.31  0.55  0.49  0.69  0.63  0.63  0.40  0.55  0.62
## author.low...author.hig.1 -0.56 -0.79 -0.79 -0.81 -0.73 -0.64 -0.22 -0.83 -0.85
## scroll.on...pause         -0.07 -0.20 -0.27 -0.21 -0.46 -0.36 -0.28 -0.60 -0.52
## color.as.d...color.as.a   -0.83 -0.69 -0.66 -0.40  0.04  0.14  0.25 -0.32 -0.26
## less.time....more.time.    0.41  0.82  0.67  0.92  0.74  0.73  0.29  0.74  0.90
## less.thoug...more.thoug    0.13  0.83  0.85  0.91  0.62  0.56  0.10  0.53  0.66
## less.succe...more.succe          0.47  0.41  0.26  0.14  0.07 -0.06  0.54  0.42
## explanator...call.for.a                0.93  0.89  0.43  0.33  0.01  0.59  0.64
## X..pure.inf...author.has                     0.84  0.44  0.28  0.00  0.49  0.55
## scroll.on...stop.and.l                             0.74  0.68  0.26  0.62  0.79
## low.visual...high.visua                                  0.97  0.70  0.77  0.87
## specific.a...general.au                                        0.66  0.72  0.84
## hard.to.un...easy.to.un                                              0.52  0.47
## scroll.pas...stop.and.l.1                                                  0.88
## informativ...narrative

Construct Clustering

# calculate cluster analysis
# https://docs.openrepgrid.org/articles/web/clustering.html
cluster(p4, along =1, #1=constructs, 2 = elements, 0 = both (default)
        dmethod =  "euclidean",#distance measure TODO evaluate diff options    
        cmethod="ward.D", #agglomeration method TODO evaluate diff options
        align = TRUE, #align b4 clustering? reverses constructs if necessary to yield maximal simmilarity
        cex = 1, lab.cex = 1)

## TODO! Figure out bootstrap clustering
#https://docs.openrepgrid.org/reference/clusterBoot.html

ELEMENT ANALYSIS

Describe Elements

# calculate descriptive statistics 
(descriptives <- statsElements(g_master))
## 
## ##################################
## Desriptive statistics for elements
## ##################################
## 
##                        vars  n mean   sd median trimmed  mad min max range
## (1) care-bear             1 71 3.31 1.58    4.0    3.38 1.48   1   5     4
## (2) diamond-lady          2 71 3.30 1.56    4.0    3.38 1.48   1   5     4
## (3) bullets               3 71 3.51 1.34    4.0    3.64 1.48   1   5     4
## (4) heatmap               4 71 3.88 1.22    4.0    4.05 1.48   1   5     4
## (5) taxes                 5 71 3.32 1.31    3.0    3.40 1.48   1   5     4
## (6) penguins              6 71 3.50 1.26    4.0    3.62 1.48   1   5     4
## (7) physics-matplotlib    7 71 2.57 1.67    2.0    2.46 1.48   1   5     4
## (8) interaction           8 71 2.62 1.60    2.0    2.52 1.48   1   5     4
## (9) slope-interaction     9 71 2.70 1.52    2.5    2.63 2.22   1   5     4
## (10) bayesian            10 71 3.06 1.62    3.0    3.08 2.97   1   5     4
##                         skew kurtosis   se
## (1) care-bear          -0.30    -1.50 0.19
## (2) diamond-lady       -0.43    -1.39 0.19
## (3) bullets            -0.47    -1.05 0.16
## (4) heatmap            -0.85    -0.36 0.14
## (5) taxes              -0.33    -0.99 0.16
## (6) penguins           -0.51    -0.73 0.15
## (7) physics-matplotlib  0.50    -1.47 0.20
## (8) interaction         0.47    -1.42 0.19
## (9) slope-interaction   0.33    -1.41 0.18
## (10) bayesian           0.07    -1.66 0.19
descriptives$element <- rownames(descriptives) #add element name to df


## ARF TODO reform as dfs to get ridgeplot of elements
#visualize distributions
# descriptives %>% ggplot(aes(x=))

Element Correlations

elementCor(g_master)
## 
## ############################
## Correlation between elements
## ############################
## 
## Type of correlation:  Cohens's rc (invariant to scale reflection) 
## 
##                             1     2     3     4     5     6     7     8     9
## (1) care-bear           1      0.52  0.52  0.09  0.27 -0.24 -0.48 -0.60 -0.40
## (2) diamond-lady        2            0.64  0.27  0.25  0.04 -0.30 -0.36 -0.37
## (3) bullets             3                  0.39  0.39  0.16 -0.21 -0.38 -0.18
## (4) heatmap             4                        0.27  0.68 -0.08 -0.07  0.02
## (5) taxes               5                              0.25  0.04 -0.12  0.01
## (6) penguins            6                                    0.29  0.32  0.20
## (7) physics-matplotlib  7                                          0.80  0.75
## (8) interaction         8                                                0.67
## (9) slope-interaction   9                                                    
## (10) bayesian          10                                                    
##                           10
## (1) care-bear          -0.45
## (2) diamond-lady       -0.32
## (3) bullets            -0.21
## (4) heatmap             0.20
## (5) taxes               0.08
## (6) penguins            0.60
## (7) physics-matplotlib  0.73
## (8) interaction         0.77
## (9) slope-interaction   0.60
## (10) bayesian

Element Clustering

# calculate cluster analysis
# https://docs.openrepgrid.org/articles/web/clustering.html
cluster(p4, along = 2, #1=constructs, 2 = elements, 0 = both (default)
        dmethod =  "euclidean",#distance measure TODO evaluate diff options    
        cmethod="ward.D", #agglomeration method TODO evaluate diff options
        align = TRUE, #align b4 clustering? reverses constructs if necessary to yield maximal simmilarity
        cex = 1, lab.cex = 1)

bertinCluster(p4,
              type="rectangle", draw.axis = FALSE)

GROUP LEVEL

TODO RESEARCHERS

TODO DESIGNERS

ALL PARTICIPANTS

PCA/BIPLOTS

biplotSimple(g_master)

biplot2d(g_master)

biplotEsa2d(g_master)

biplotSlater2d(g_master)

biplotPseudo3d(g_master)

# biplot3d(g_master)


## TODO! Figure out relationship between biplots and PCA, and precisely what the biplots are depicting

CONSTRUCT ANALYSIS

statsConstructs(g_master)
## 
## ####################################
## Desriptive statistics for constructs
## ####################################
## 
##                                vars  n mean   sd median trimmed  mad min max
## (1) not biased - biased           1 10 2.20 1.55   1.50    2.00 0.74 1.0 5.0
## (2) dry - sensationa              2 10 3.00 1.70   3.00    3.00 2.97 1.0 5.0
## (3) don't trus - trust the        3 10 4.40 0.97   5.00    4.50 0.00 3.0 5.0
## (4) don't beli - believe au       4 10 3.60 1.84   5.00    3.75 0.00 1.0 5.0
## (5) audience e - high edu l       5 10 3.20 1.62   4.00    3.25 1.48 1.0 5.0
## (6) stop - scroll                 6 10 1.80 1.23   1.00    1.62 0.00 1.0 4.0
## (7) not profes - profession       7 10 2.60 1.29   2.25    2.44 1.11 1.5 5.0
## (8) no skin in - skin in th       8 10 2.80 1.62   2.50    2.75 2.22 1.0 5.0
## (9) informativ - persuasive       9 10 1.80 1.32   1.00    1.50 0.00 1.0 5.0
## (10) don't trus - trust the      10 10 4.60 1.26   5.00    5.00 0.00 1.0 5.0
## (11) don't turs - trust the      11 10 4.20 1.40   5.00    4.50 0.00 1.0 5.0
## (12) low author - high autho     12 10 4.45 0.96   5.00    4.69 0.00 2.0 5.0
## (13) general au - niche audi     13 10 3.90 1.29   4.00    4.12 1.48 1.0 5.0
## (14) less educa - more educa     14 10 3.70 1.18   4.00    3.88 1.11 1.0 5.0
## (15) ignore - stop and l         15 10 2.10 1.51   1.25    1.88 0.37 1.0 5.0
## (16) not clear  - clear over     16 10 3.30 1.49   3.50    3.38 2.22 1.0 5.0
## (17) very ugly  - very nice      17 10 3.00 1.56   3.00    3.00 2.22 1.0 5.0
## (18) author low - high data-     18 10 3.40 1.43   3.50    3.50 2.22 1.0 5.0
## (19) author low - high data-     19 10 3.50 1.43   4.00    3.62 1.48 1.0 5.0
## (20) author low - author hig     20 10 3.30 1.57   3.50    3.38 2.22 1.0 5.0
## (21) low engage - high engag     21 10 3.10 1.73   3.50    3.12 2.22 1.0 5.0
## (22) low access - high acces     22 10 3.20 1.32   3.00    3.25 1.48 1.0 5.0
## (23) Niche audi - General au     23 10 3.00 1.83   3.50    3.00 2.22 1.0 5.0
## (24) Audience l - Audience h     24 10 2.90 1.73   2.50    2.88 2.22 1.0 5.0
## (25) More infor - More call-     25 10 2.50 1.65   2.00    2.38 1.48 1.0 5.0
## (26) Data colle - Data colle     26 10 3.30 1.70   3.50    3.38 2.22 1.0 5.0
## (27) bad data r - good data      27 10 3.40 1.51   3.50    3.50 1.48 1.0 5.0
## (28) not trustw - trustworth     28 10 3.60 1.26   4.00    3.75 0.74 1.0 5.0
## (29) would not  - would spen     29 10 3.60 1.17   3.50    3.62 1.48 2.0 5.0
## (30) niche audi - general au     30 10 3.50 1.35   4.00    3.50 1.48 2.0 5.0
## (31) designer h - designer h     31 10 3.40 1.51   4.00    3.50 1.48 1.0 5.0
## (32) would not  - would read     32 10 2.10 1.29   2.00    1.88 1.48 1.0 5.0
## (33) easier to  - harder to      33 10 2.50 1.65   2.00    2.38 1.48 1.0 5.0
## (34) scroll pas - stop and l     34 10 3.50 1.78   4.50    3.62 0.74 1.0 5.0
## (35) less likel - more likel     35 10 2.20 1.62   1.50    2.00 0.74 1.0 5.0
## (36) less likel - more likel     36 10 2.70 1.57   2.50    2.62 2.22 1.0 5.0
## (37) less likel - more likel     37 10 3.00 1.89   3.00    3.00 2.97 1.0 5.0
## (38) author les - author mor     38 10 3.05 1.14   3.00    3.06 1.11 1.0 5.0
## (39) author les - author mor     39 10 4.00 0.94   4.00    4.12 0.74 2.0 5.0
## (40) Publicatio - publicatio     40 10 3.15 1.60   3.10    3.19 2.30 1.0 5.0
## (41) not legibl - legible (I     41 10 4.70 0.67   5.00    4.88 0.00 3.0 5.0
## (42) not readab - readable (     42 10 3.45 1.40   4.00    3.50 1.48 1.5 5.0
## (43) Not showca - Showcasing     43 10 4.30 0.95   4.50    4.50 0.74 2.0 5.0
## (44) Not tell a - Tell a sto     44 10 3.50 1.29   3.75    3.50 1.85 2.0 5.0
## (45) will not s - Share it w     45 10 2.40 1.29   2.00    2.25 1.11 1.0 5.0
## (46) will not c - Leave a co     46 10 1.55 0.83   1.00    1.44 0.00 1.0 3.0
## (47) will not u - will upvot     47 10 3.00 1.68   3.00    3.00 2.59 1.0 5.0
## (48) keep scrol - stop and l     48 10 2.60 1.41   2.50    2.50 1.85 1.0 5.0
## (49) Poorly com - Communicat     49 10 3.73 0.72   3.75    3.69 1.11 3.0 4.8
## (50) Design qua - Design qua     50 10 3.21 0.85   3.35    3.22 0.96 2.0 4.3
## (51) Untrustwor - Trustworth     51 10 4.25 0.78   4.25    4.31 1.11 3.0 5.0
## (52) audience l - audience h     52 10 3.15 1.73   3.00    3.19 2.97 1.0 5.0
## (53) more illus - more data      53 10 3.00 1.63   3.00    3.00 2.97 1.0 5.0
## (54) lower desi - higher des     54 10 2.90 1.10   2.50    2.75 0.74 2.0 5.0
## (55) misleading - unbiased       55 10 3.70 1.42   4.00    3.88 1.48 1.0 5.0
## (56) not much t - thought pu     56 10 3.70 1.42   4.00    3.88 1.48 1.0 5.0
## (57) not much t - thought pu     57 10 4.20 1.23   5.00    4.38 0.00 2.0 5.0
## (58) author low - author hig     58 10 3.40 1.51   3.50    3.50 1.48 1.0 5.0
## (59) scroll on - pause           59 10 2.90 1.37   3.00    2.88 0.74 1.0 5.0
## (60) color as d - color as a     60 10 2.80 1.93   2.00    2.75 1.48 1.0 5.0
## (61) less time  - more time      61 10 2.70 1.57   3.00    2.62 2.22 1.0 5.0
## (62) less thoug - more thoug     62 10 3.20 1.40   3.00    3.25 1.48 1.0 5.0
## (63) less succe - more succe     63 10 4.10 1.10   4.50    4.25 0.74 2.0 5.0
## (64) explanator - call for a     64 10 2.40 1.84   1.00    2.25 0.00 1.0 5.0
## (65) \r\npure inf - author has   65 10 2.00 1.49   1.00    1.75 0.00 1.0 5.0
## (66) scroll on - stop and l      66 10 2.90 1.60   3.00    2.88 2.22 1.0 5.0
## (67) low visual - high visua     67 10 3.40 1.17   3.50    3.38 1.48 2.0 5.0
## (68) specific a - general au     68 10 3.30 1.06   3.50    3.25 0.74 2.0 5.0
## (69) hard to un - easy to un     69 10 3.70 1.25   3.50    3.75 2.22 2.0 5.0
## (70) scroll pas - stop and l     70 10 2.50 1.96   1.00    2.38 0.00 1.0 5.0
## (71) informativ - narrative      71 10 2.40 1.35   2.50    2.38 2.22 1.0 4.0
##                                range  skew kurtosis   se
## (1) not biased - biased          4.0  0.67    -1.39 0.49
## (2) dry - sensationa             4.0  0.00    -1.83 0.54
## (3) don't trus - trust the       2.0 -0.75    -1.57 0.31
## (4) don't beli - believe au      4.0 -0.43    -1.88 0.58
## (5) audience e - high edu l      4.0 -0.43    -1.65 0.51
## (6) stop - scroll                3.0  0.98    -0.84 0.39
## (7) not profes - profession      3.5  0.72    -1.09 0.41
## (8) no skin in - skin in th      4.0  0.20    -1.73 0.51
## (9) informativ - persuasive      4.0  1.38     0.64 0.42
## (10) don't trus - trust the      4.0 -2.28     3.57 0.40
## (11) don't turs - trust the      4.0 -1.19    -0.07 0.44
## (12) low author - high autho     3.0 -1.59     1.39 0.30
## (13) general au - niche audi     4.0 -0.96    -0.16 0.41
## (14) less educa - more educa     4.0 -0.93     0.05 0.37
## (15) ignore - stop and l         4.0  0.79    -1.15 0.48
## (16) not clear  - clear over     4.0 -0.10    -1.76 0.47
## (17) very ugly  - very nice      4.0 -0.16    -1.63 0.49
## (18) author low - high data-     4.0 -0.23    -1.54 0.45
## (19) author low - high data-     4.0 -0.41    -1.47 0.45
## (20) author low - author hig     4.0 -0.29    -1.60 0.50
## (21) low engage - high engag     4.0 -0.14    -1.88 0.55
## (22) low access - high acces     4.0 -0.06    -1.36 0.42
## (23) Niche audi - General au     4.0 -0.10    -1.97 0.58
## (24) Audience l - Audience h     4.0  0.14    -1.88 0.55
## (25) More infor - More call-     4.0  0.47    -1.60 0.52
## (26) Data colle - Data colle     4.0 -0.18    -1.87 0.54
## (27) bad data r - good data      4.0 -0.44    -1.32 0.48
## (28) not trustw - trustworth     4.0 -0.79    -0.65 0.40
## (29) would not  - would spen     3.0 -0.03    -1.68 0.37
## (30) niche audi - general au     3.0 -0.12    -1.94 0.43
## (31) designer h - designer h     4.0 -0.27    -1.74 0.48
## (32) would not  - would read     4.0  0.96    -0.16 0.41
## (33) easier to  - harder to      4.0  0.47    -1.60 0.52
## (34) scroll pas - stop and l     4.0 -0.37    -1.87 0.56
## (35) less likel - more likel     4.0  0.84    -1.06 0.51
## (36) less likel - more likel     4.0  0.29    -1.60 0.50
## (37) less likel - more likel     4.0  0.00    -1.99 0.60
## (38) author les - author mor     4.0 -0.06    -0.93 0.36
## (39) author les - author mor     3.0 -0.72    -0.47 0.30
## (40) Publicatio - publicatio     4.0 -0.04    -1.85 0.51
## (41) not legibl - legible (I     2.0 -1.64     1.17 0.21
## (42) not readab - readable (     3.5 -0.23    -1.92 0.44
## (43) Not showca - Showcasing     3.0 -1.24     0.61 0.30
## (44) Not tell a - Tell a sto     3.0 -0.03    -1.87 0.41
## (45) will not s - Share it w     4.0  0.73    -0.78 0.41
## (46) will not c - Leave a co     2.0  0.90    -1.03 0.26
## (47) will not u - will upvot     4.0  0.05    -1.86 0.53
## (48) keep scrol - stop and l     4.0  0.30    -1.56 0.45
## (49) Poorly com - Communicat     1.8  0.16    -1.82 0.23
## (50) Design qua - Design qua     2.3 -0.24    -1.67 0.27
## (51) Untrustwor - Trustworth     2.0 -0.47    -1.35 0.25
## (52) audience l - audience h     4.0 -0.01    -1.90 0.55
## (53) more illus - more data      4.0  0.00    -1.65 0.52
## (54) lower desi - higher des     3.0  0.62    -1.25 0.35
## (55) misleading - unbiased       4.0 -0.58    -1.18 0.45
## (56) not much t - thought pu     4.0 -0.58    -1.18 0.45
## (57) not much t - thought pu     3.0 -0.98    -0.84 0.39
## (58) author low - author hig     4.0 -0.44    -1.32 0.48
## (59) scroll on - pause           4.0  0.16    -1.14 0.43
## (60) color as d - color as a     4.0  0.25    -2.02 0.61
## (61) less time  - more time      4.0 -0.02    -1.84 0.50
## (62) less thoug - more thoug     4.0  0.12    -1.46 0.44
## (63) less succe - more succe     3.0 -0.62    -1.25 0.35
## (64) explanator - call for a     4.0  0.43    -1.88 0.58
## (65) \r\npure inf - author has   4.0  0.91    -0.89 0.47
## (66) scroll on - stop and l      4.0  0.00    -1.74 0.50
## (67) low visual - high visua     3.0  0.03    -1.68 0.37
## (68) specific a - general au     3.0 -0.03    -1.58 0.33
## (69) hard to un - easy to un     3.0 -0.10    -1.82 0.40
## (70) scroll pas - stop and l     4.0  0.40    -1.96 0.62
## (71) informativ - narrative      3.0  0.07    -1.94 0.43
## ARF TODO reformat as df to get ridgeplot of histograms w/ constructs as rows

Construct Correlations

constructCor(g_master)
## 
## ##############################
## Correlation between constructs
## ##############################
## 
## Type of correlation:  pearson 
## 
##                                1     2     3     4     5     6     7     8
## not.biased...biased        1      0.89  0.39 -0.67 -0.95 -0.33  0.41 -0.18
## dry...sensationa           2            0.41 -0.68 -0.89  0.00  0.58  0.02
## don.t.trus...trust.the.    3                 -0.15 -0.20  0.26  0.32  0.34
## don.t.beli...believe.au    4                        0.59 -0.04 -0.64 -0.03
## audience.e...high.edu.l    5                              0.36 -0.41  0.14
## stop...scroll              6                                    0.44  0.68
## not.profes...profession    7                                          0.54
## no.skin.in...skin.in.th    8                                              
## informativ...persuasive    9                                              
## don.t.trus...trust.the..1 10                                              
## don.t.turs...trust.the.   11                                              
## low.author...high.autho   12                                              
## general.au...niche.audi   13                                              
## less.educa...more.educa   14                                              
## ignore...stop.and.l       15                                              
## not.clear....clear.over   16                                              
## very.ugly....very.nice    17                                              
## author.low...high.data.   18                                              
## author.low...high.data..1 19                                              
## author.low...author.hig   20                                              
## low.engage...high.engag   21                                              
## low.access...high.acces   22                                              
## Niche.audi...General.au   23                                              
## Audience.l...Audience.h   24                                              
## More.infor...More.call.   25                                              
## Data.colle...Data.colle   26                                              
## bad.data.r...good.data.   27                                              
## not.trustw...trustworth   28                                              
## would.not....would.spen   29                                              
## niche.audi...general.au   30                                              
## designer.h...designer.h   31                                              
## would.not....would.read   32                                              
## easier.to....harder.to.   33                                              
## scroll.pas...stop.and.l   34                                              
## less.likel...more.likel   35                                              
## less.likel...more.likel.1 36                                              
## less.likel...more.likel.2 37                                              
## author.les...author.mor   38                                              
## author.les...author.mor.1 39                                              
## Publicatio...publicatio   40                                              
## not.legibl...legible..I   41                                              
## not.readab...readable..   42                                              
## Not.showca...Showcasing   43                                              
## Not.tell.a...Tell.a.sto   44                                              
## will.not.s...Share.it.w   45                                              
## will.not.c...Leave.a.co   46                                              
## will.not.u...will.upvot   47                                              
## keep.scrol...stop.and.l   48                                              
## Poorly.com...Communicat   49                                              
## Design.qua...Design.qua   50                                              
## Untrustwor...Trustworth   51                                              
## audience.l...audience.h   52                                              
## more.illus...more.data.   53                                              
## lower.desi...higher.des   54                                              
## misleading...unbiased     55                                              
## not.much.t...thought.pu   56                                              
## not.much.t...thought.pu.1 57                                              
## author.low...author.hig.1 58                                              
## scroll.on...pause         59                                              
## color.as.d...color.as.a   60                                              
## less.time....more.time.   61                                              
## less.thoug...more.thoug   62                                              
## less.succe...more.succe   63                                              
## explanator...call.for.a   64                                              
## X..pure.inf...author.has  65                                              
## scroll.on...stop.and.l    66                                              
## low.visual...high.visua   67                                              
## specific.a...general.au   68                                              
## hard.to.un...easy.to.un   69                                              
## scroll.pas...stop.and.l.1 70                                              
## informativ...narrative    71                                              
##                               9    10    11    12    13    14    15    16    17
## not.biased...biased        0.89 -0.64 -0.74  0.27 -0.82 -0.81  0.23  0.36 -0.18
## dry...sensationa           0.70 -0.41 -0.65  0.10 -0.71 -0.72  0.39  0.26  0.04
## don.t.trus...trust.the.    0.42 -0.22 -0.07  0.57 -0.05  0.02  0.50 -0.02  0.15
## don.t.beli...believe.au   -0.73  0.50  0.47  0.08  0.64  0.58 -0.43 -0.19  0.08
## audience.e...high.edu.l   -0.76  0.48  0.67 -0.21  0.76  0.82 -0.21 -0.26  0.22
## stop...scroll             -0.23  0.23  0.28  0.09  0.27  0.30  0.64  0.04  0.75
## not.profes...profession    0.28  0.16  0.05  0.14 -0.16 -0.07  0.87  0.13  0.17
## no.skin.in...skin.in.th   -0.13  0.39  0.61  0.51  0.47  0.41  0.81 -0.41  0.44
## informativ...persuasive         -0.85 -0.70  0.39 -0.80 -0.79  0.24  0.32 -0.11
## don.t.trus...trust.the..1              0.80 -0.20  0.79  0.80  0.14 -0.40  0.00
## don.t.turs...trust.the.                      0.13  0.94  0.91  0.25 -0.62  0.00
## low.author...high.autho                            0.09 -0.01  0.47 -0.14  0.04
## general.au...niche.audi                                  0.93  0.06 -0.68 -0.06
## less.educa...more.educa                                        0.08 -0.45  0.06
## ignore...stop.and.l                                                 -0.04  0.33
## not.clear....clear.over                                                    0.38
## very.ugly....very.nice                                                         
## author.low...high.data.                                                        
## author.low...high.data..1                                                      
## author.low...author.hig                                                        
## low.engage...high.engag                                                        
## low.access...high.acces                                                        
## Niche.audi...General.au                                                        
## Audience.l...Audience.h                                                        
## More.infor...More.call.                                                        
## Data.colle...Data.colle                                                        
## bad.data.r...good.data.                                                        
## not.trustw...trustworth                                                        
## would.not....would.spen                                                        
## niche.audi...general.au                                                        
## designer.h...designer.h                                                        
## would.not....would.read                                                        
## easier.to....harder.to.                                                        
## scroll.pas...stop.and.l                                                        
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              18    19    20    21    22    23    24    25    26
## not.biased...biased       -0.84 -0.10  0.75  0.86 -0.08  0.86 -0.86 -0.17 -0.53
## dry...sensationa          -0.73  0.14  0.79  0.98 -0.10  0.97 -0.87 -0.40 -0.81
## don.t.trus...trust.the.   -0.29  0.24  0.28  0.44 -0.07  0.38 -0.17 -0.49 -0.28
## don.t.beli...believe.au    0.62  0.08 -0.80 -0.72  0.17 -0.73  0.72  0.00  0.40
## audience.e...high.edu.l    0.83  0.19 -0.68 -0.84  0.08 -0.86  0.88  0.12  0.66
## stop...scroll              0.49  0.69  0.09  0.12 -0.11  0.10  0.09  0.00 -0.23
## not.profes...profession   -0.42  0.06  0.70  0.69 -0.14  0.71 -0.64 -0.05 -0.73
## no.skin.in...skin.in.th    0.30  0.22  0.16  0.11 -0.45  0.08  0.03  0.19 -0.30
## informativ...persuasive   -0.66 -0.06  0.68  0.69 -0.17  0.69 -0.69  0.05 -0.22
## don.t.trus...trust.the..1  0.34 -0.12 -0.38 -0.39  0.05 -0.38  0.39 -0.11 -0.14
## don.t.turs...trust.the.    0.51 -0.22 -0.49 -0.61 -0.14 -0.61  0.61  0.19  0.21
## low.author...high.autho    0.02 -0.02  0.05  0.14 -0.48  0.13 -0.04  0.30 -0.02
## general.au...niche.audi    0.63 -0.15 -0.70 -0.69 -0.18 -0.71  0.79  0.03  0.27
## less.educa...more.educa    0.57 -0.03 -0.55 -0.66  0.01 -0.69  0.72 -0.03  0.33
## ignore...stop.and.l       -0.15  0.15  0.48  0.51 -0.24  0.53 -0.40  0.09 -0.58
## not.clear....clear.over   -0.22  0.44  0.43  0.33  0.53  0.37 -0.50  0.11 -0.04
## very.ugly....very.nice     0.45  0.89  0.27  0.12  0.16  0.08 -0.08  0.09 -0.08
## author.low...high.data.          0.43 -0.60 -0.69 -0.22 -0.72  0.78  0.33  0.54
## author.low...high.data..1              0.22  0.20  0.06  0.13 -0.02 -0.16 -0.07
## author.low...author.hig                      0.85 -0.03  0.82 -0.89 -0.06 -0.54
## low.engage...high.engag                           -0.11  0.99 -0.89 -0.33 -0.80
## low.access...high.acces                                 -0.05 -0.14 -0.20  0.02
## Niche.audi...General.au                                       -0.92 -0.26 -0.82
## Audience.l...Audience.h                                              0.06  0.69
## More.infor...More.call.                                                    0.42
## Data.colle...Data.colle                                                        
## bad.data.r...good.data.                                                        
## not.trustw...trustworth                                                        
## would.not....would.spen                                                        
## niche.audi...general.au                                                        
## designer.h...designer.h                                                        
## would.not....would.read                                                        
## easier.to....harder.to.                                                        
## scroll.pas...stop.and.l                                                        
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              27    28    29    30    31    32    33    34    35
## not.biased...biased       -0.47 -0.75  0.35  0.58  0.68  0.60 -0.65  0.73  0.12
## dry...sensationa          -0.30 -0.67  0.67  0.82  0.91  0.51 -0.59  0.92  0.32
## don.t.trus...trust.the.    0.03 -0.22  0.16  0.25  0.34  0.23 -0.49  0.32  0.51
## don.t.beli...believe.au    0.02  0.35 -0.39 -0.58 -0.62 -0.12  0.44 -0.71 -0.12
## audience.e...high.edu.l    0.60  0.86 -0.42 -0.61 -0.72 -0.65  0.62 -0.73 -0.10
## stop...scroll              0.71  0.51  0.48  0.40  0.23 -0.20 -0.11  0.30  0.80
## not.profes...profession   -0.14 -0.31  0.77  0.77  0.72  0.50 -0.58  0.75  0.60
## no.skin.in...skin.in.th    0.22  0.07  0.30  0.15  0.13  0.12 -0.23  0.19  0.67
## informativ...persuasive   -0.18 -0.52  0.09  0.37  0.44  0.34 -0.61  0.57  0.13
## don.t.trus...trust.the..1 -0.14  0.17  0.18 -0.13 -0.14  0.03  0.32 -0.30  0.04
## don.t.turs...trust.the.    0.06  0.30 -0.22 -0.47 -0.46 -0.20  0.29 -0.54  0.08
## low.author...high.autho   -0.14 -0.25 -0.07 -0.06 -0.02  0.46 -0.41  0.08  0.47
## general.au...niche.audi    0.14  0.38 -0.25 -0.54 -0.49 -0.33  0.50 -0.61  0.01
## less.educa...more.educa    0.20  0.50 -0.22 -0.49 -0.52 -0.27  0.43 -0.61  0.01
## ignore...stop.and.l        0.05 -0.18  0.56  0.57  0.52  0.37 -0.63  0.58  0.83
## not.clear....clear.over    0.09  0.13  0.27  0.47  0.19  0.39 -0.43  0.31  0.20
## very.ugly....very.nice     0.66  0.51  0.30  0.31  0.05 -0.06 -0.22  0.20  0.61
## author.low...high.data.    0.69  0.84 -0.23 -0.46 -0.60 -0.51  0.61 -0.52  0.11
## author.low...high.data..1  0.72  0.55  0.40  0.37  0.15 -0.09 -0.02  0.28  0.53
## author.low...author.hig   -0.10 -0.38  0.56  0.71  0.65  0.48 -0.62  0.78  0.28
## low.engage...high.engag   -0.23 -0.59  0.73  0.88  0.92  0.54 -0.64  0.96  0.43
## low.access...high.acces   -0.10  0.05 -0.16  0.06 -0.10 -0.01 -0.31 -0.19 -0.07
## Niche.audi...General.au   -0.28 -0.63  0.73  0.90  0.93  0.57 -0.70  0.96  0.45
## Audience.l...Audience.h    0.40  0.64 -0.57 -0.78 -0.75 -0.64  0.76 -0.81 -0.27
## More.infor...More.call.    0.09  0.21 -0.29 -0.27 -0.45  0.08 -0.06 -0.25  0.04
## Data.colle...Data.colle    0.38  0.63 -0.82 -0.84 -0.92 -0.52  0.53 -0.82 -0.51
## bad.data.r...good.data.          0.85 -0.03 -0.05 -0.23 -0.65  0.31 -0.08  0.28
## not.trustw...trustworth               -0.19 -0.32 -0.55 -0.59  0.53 -0.44  0.04
## would.not....would.spen                      0.91  0.86  0.47 -0.29  0.85  0.57
## niche.audi...general.au                            0.93  0.48 -0.57  0.95  0.61
## designer.h...designer.h                                  0.44 -0.49  0.95  0.46
## would.not....would.read                                       -0.60  0.46  0.31
## easier.to....harder.to.                                             -0.55 -0.58
## scroll.pas...stop.and.l                                                    0.54
## less.likel...more.likel                                                        
## less.likel...more.likel.1                                                      
## less.likel...more.likel.2                                                      
## author.les...author.mor                                                        
## author.les...author.mor.1                                                      
## Publicatio...publicatio                                                        
## not.legibl...legible..I                                                        
## not.readab...readable..                                                        
## Not.showca...Showcasing                                                        
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              36    37    38    39    40    41    42    43    44
## not.biased...biased        0.12  0.61  0.46 -0.84 -0.70 -0.79  0.72 -0.80  0.78
## dry...sensationa           0.25  0.83  0.63 -0.62 -0.87 -0.58  0.89 -0.62  0.91
## don.t.trus...trust.the.   -0.13  0.24  0.23  0.00 -0.34 -0.31  0.47 -0.02  0.18
## don.t.beli...believe.au   -0.47 -0.64 -0.49  0.77  0.77  0.34 -0.72  0.59 -0.84
## audience.e...high.edu.l   -0.06 -0.66 -0.52  0.80  0.71  0.67 -0.70  0.75 -0.80
## stop...scroll              0.48  0.29  0.48  0.38 -0.24  0.32  0.35  0.44  0.11
## not.profes...profession    0.35  0.87  0.87 -0.27 -0.56  0.10  0.83  0.02  0.67
## no.skin.in...skin.in.th   -0.11  0.22  0.58  0.22 -0.18  0.45  0.30  0.48  0.01
## informativ...persuasive    0.18  0.36  0.34 -0.90 -0.67 -0.83  0.60 -0.84  0.65
## don.t.trus...trust.the..1 -0.29  0.00  0.02  0.75  0.47  0.88 -0.26  0.85 -0.41
## don.t.turs...trust.the.   -0.43 -0.34 -0.11  0.67  0.54  0.89 -0.42  0.87 -0.62
## low.author...high.autho   -0.42 -0.06  0.33 -0.18 -0.07 -0.28  0.16 -0.10 -0.11
## general.au...niche.audi   -0.51 -0.46 -0.30  0.82  0.60  0.86 -0.56  0.85 -0.74
## less.educa...more.educa   -0.35 -0.40 -0.28  0.85  0.68  0.85 -0.51  0.93 -0.73
## ignore...stop.and.l        0.23  0.63  0.82 -0.12 -0.50  0.14  0.73  0.17  0.44
## not.clear....clear.over    0.71  0.32  0.28 -0.32 -0.07 -0.56  0.33 -0.31  0.32
## very.ugly....very.nice     0.54  0.15  0.40  0.23 -0.13  0.00  0.25  0.30  0.08
## author.low...high.data.   -0.04 -0.58 -0.25  0.66  0.53  0.48 -0.60  0.56 -0.69
## author.low...high.data..1  0.52  0.16  0.29  0.25 -0.15 -0.17  0.23  0.12  0.09
## author.low...author.hig    0.45  0.75  0.71 -0.68 -0.68 -0.43  0.82 -0.44  0.82
## low.engage...high.engag    0.34  0.89  0.73 -0.61 -0.86 -0.54  0.94 -0.56  0.92
## low.access...high.acces    0.41  0.00 -0.23  0.18  0.19 -0.05 -0.02  0.21  0.00
## Niche.audi...General.au    0.39  0.90  0.75 -0.65 -0.87 -0.54  0.95 -0.58  0.94
## Audience.l...Audience.h   -0.42 -0.82 -0.70  0.75  0.71  0.54 -0.85  0.56 -0.90
## More.infor...More.call.    0.11 -0.29  0.16 -0.29  0.25  0.05 -0.23 -0.04 -0.21
## Data.colle...Data.colle   -0.17 -0.90 -0.72  0.21  0.72  0.09 -0.83  0.14 -0.76
## bad.data.r...good.data.    0.48 -0.23 -0.08  0.31  0.01  0.13 -0.12  0.22 -0.17
## not.trustw...trustworth    0.33 -0.47 -0.29  0.56  0.50  0.36 -0.48  0.48 -0.54
## would.not....would.spen    0.41  0.90  0.80 -0.10 -0.56 -0.03  0.76 -0.08  0.66
## niche.audi...general.au    0.60  0.96  0.81 -0.35 -0.75 -0.30  0.92 -0.30  0.86
## designer.h...designer.h    0.34  0.94  0.70 -0.39 -0.85 -0.31  0.90 -0.40  0.89
## would.not....would.read   -0.09  0.55  0.64 -0.37 -0.14 -0.35  0.50 -0.21  0.33
## easier.to....harder.to.   -0.32 -0.57 -0.63  0.50  0.54  0.45 -0.76  0.25 -0.60
## scroll.pas...stop.and.l    0.46  0.93  0.81 -0.53 -0.88 -0.42  0.95 -0.49  0.92
## less.likel...more.likel    0.38  0.51  0.75  0.07 -0.43 -0.04  0.64  0.17  0.32
## less.likel...more.likel.1        0.45  0.38 -0.23 -0.39 -0.20  0.47 -0.16  0.52
## less.likel...more.likel.2              0.83 -0.38 -0.73 -0.17  0.92 -0.25  0.87
## author.les...author.mor                     -0.36 -0.59 -0.12  0.83 -0.12  0.66
## author.les...author.mor.1                          0.60  0.70 -0.50  0.87 -0.68
## Publicatio...publicatio                                  0.44 -0.86  0.58 -0.92
## not.legibl...legible..I                                       -0.37  0.85 -0.45
## not.readab...readable..                                             -0.36  0.90
## Not.showca...Showcasing                                                   -0.59
## Not.tell.a...Tell.a.sto                                                        
## will.not.s...Share.it.w                                                        
## will.not.c...Leave.a.co                                                        
## will.not.u...will.upvot                                                        
## keep.scrol...stop.and.l                                                        
## Poorly.com...Communicat                                                        
## Design.qua...Design.qua                                                        
## Untrustwor...Trustworth                                                        
## audience.l...audience.h                                                        
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              45    46    47    48    49    50    51    52    53
## not.biased...biased        0.93  0.90  0.89  0.91  0.64  0.67 -0.87 -0.88  0.88
## dry...sensationa           0.86  0.71  0.95  0.95  0.78  0.85 -0.90 -0.94  0.96
## don.t.trus...trust.the.    0.30  0.32  0.48  0.38  0.38  0.52 -0.43 -0.47  0.56
## don.t.beli...believe.au   -0.75 -0.60 -0.68 -0.63 -0.42 -0.66  0.77  0.74 -0.59
## audience.e...high.edu.l   -0.90 -0.87 -0.88 -0.91 -0.63 -0.66  0.86  0.86 -0.84
## stop...scroll             -0.22 -0.48  0.08 -0.08  0.33  0.40  0.01 -0.11  0.00
## not.profes...profession    0.36  0.25  0.69  0.39  0.37  0.71 -0.54 -0.72  0.53
## no.skin.in...skin.in.th   -0.10 -0.09  0.16 -0.06  0.01  0.46 -0.11 -0.17  0.13
## informativ...persuasive    0.91  0.87  0.75  0.79  0.57  0.62 -0.83 -0.76  0.72
## don.t.trus...trust.the..1 -0.71 -0.61 -0.42 -0.60 -0.52 -0.33  0.56  0.44 -0.43
## don.t.turs...trust.the.   -0.73 -0.54 -0.57 -0.74 -0.70 -0.35  0.57  0.56 -0.58
## low.author...high.autho    0.18  0.35  0.29  0.17  0.16  0.30 -0.26 -0.28  0.28
## general.au...niche.audi   -0.85 -0.67 -0.69 -0.79 -0.68 -0.48  0.67  0.68 -0.63
## less.educa...more.educa   -0.86 -0.72 -0.67 -0.85 -0.71 -0.50  0.74  0.67 -0.63
## ignore...stop.and.l        0.24  0.17  0.57  0.28  0.37  0.72 -0.48 -0.60  0.41
## not.clear....clear.over    0.28  0.08  0.35  0.27  0.51  0.11 -0.09 -0.32  0.18
## very.ugly....very.nice    -0.03 -0.30  0.13  0.05  0.40  0.36  0.05 -0.08  0.09
## author.low...high.data.   -0.76 -0.81 -0.72 -0.71 -0.35 -0.46  0.73  0.71 -0.67
## author.low...high.data..1 -0.03 -0.35  0.14  0.11  0.50  0.30  0.05 -0.10  0.19
## author.low...author.hig    0.79  0.63  0.84  0.71  0.53  0.78 -0.72 -0.82  0.78
## low.engage...high.engag    0.83  0.65  0.97  0.91  0.79  0.88 -0.88 -0.97  0.94
## low.access...high.acces   -0.05 -0.11 -0.08 -0.04  0.06 -0.18  0.18  0.11 -0.21
## Niche.audi...General.au    0.83  0.66  0.98  0.91  0.81  0.86 -0.89 -0.98  0.89
## Audience.l...Audience.h   -0.85 -0.73 -0.92 -0.84 -0.66 -0.74  0.80  0.90 -0.79
## More.infor...More.call.   -0.10 -0.02 -0.20 -0.29 -0.22 -0.19  0.19  0.18 -0.41
## Data.colle...Data.colle   -0.49 -0.36 -0.78 -0.68 -0.62 -0.76  0.67  0.77 -0.72
## bad.data.r...good.data.   -0.29 -0.55 -0.31 -0.28  0.09  0.00  0.26  0.27 -0.27
## not.trustw...trustworth   -0.68 -0.82 -0.65 -0.69 -0.29 -0.46  0.71  0.64 -0.65
## would.not....would.spen    0.26  0.02  0.65  0.46  0.61  0.62 -0.42 -0.65  0.58
## niche.audi...general.au    0.54  0.27  0.83  0.70  0.82  0.77 -0.66 -0.84  0.70
## designer.h...designer.h    0.63  0.43  0.85  0.79  0.76  0.80 -0.78 -0.88  0.81
## would.not....would.read    0.38  0.46  0.64  0.42  0.33  0.35 -0.35 -0.58  0.53
## easier.to....harder.to.   -0.65 -0.63 -0.78 -0.64 -0.60 -0.70  0.68  0.77 -0.58
## scroll.pas...stop.and.l    0.70  0.47  0.91  0.82  0.82  0.87 -0.82 -0.93  0.84
## less.likel...more.likel    0.12 -0.05  0.49  0.28  0.62  0.65 -0.33 -0.51  0.34
## less.likel...more.likel.1  0.23 -0.12  0.29  0.24  0.54  0.33 -0.20 -0.33  0.09
## less.likel...more.likel.2  0.55  0.35  0.84  0.67  0.66  0.76 -0.68 -0.85  0.72
## author.les...author.mor    0.44  0.29  0.77  0.51  0.59  0.77 -0.56 -0.76  0.60
## author.les...author.mor.1 -0.87 -0.85 -0.67 -0.71 -0.43 -0.49  0.75  0.68 -0.58
## Publicatio...publicatio   -0.81 -0.60 -0.83 -0.88 -0.78 -0.91  0.94  0.87 -0.80
## not.legibl...legible..I   -0.74 -0.66 -0.59 -0.72 -0.67 -0.36  0.58  0.57 -0.60
## not.readab...readable..    0.72  0.53  0.94  0.80  0.79  0.93 -0.84 -0.96  0.82
## Not.showca...Showcasing   -0.79 -0.73 -0.56 -0.73 -0.54 -0.35  0.68  0.58 -0.57
## Not.tell.a...Tell.a.sto    0.84  0.62  0.88  0.87  0.74  0.83 -0.89 -0.91  0.79
## will.not.s...Share.it.w          0.91  0.86  0.94  0.66  0.76 -0.93 -0.85  0.85
## will.not.c...Leave.a.co                0.73  0.80  0.39  0.58 -0.83 -0.72  0.74
## will.not.u...will.upvot                      0.91  0.79  0.89 -0.90 -0.99  0.93
## keep.scrol...stop.and.l                            0.82  0.83 -0.94 -0.90  0.92
## Poorly.com...Communicat                                  0.76 -0.72 -0.80  0.72
## Design.qua...Design.qua                                       -0.88 -0.90  0.85
## Untrustwor...Trustworth                                              0.93 -0.87
## audience.l...audience.h                                                   -0.90
## more.illus...more.data.                                                        
## lower.desi...higher.des                                                        
## misleading...unbiased                                                          
## not.much.t...thought.pu                                                        
## not.much.t...thought.pu.1                                                      
## author.low...author.hig.1                                                      
## scroll.on...pause                                                              
## color.as.d...color.as.a                                                        
## less.time....more.time.                                                        
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              54    55    56    57    58    59    60    61    62
## not.biased...biased       -0.18 -0.37 -0.42  0.56 -0.90 -0.57 -0.54  0.81  0.70
## dry...sensationa           0.24 -0.28 -0.09  0.69 -0.87 -0.38 -0.41  0.96  0.84
## don.t.trus...trust.the.   -0.06  0.34  0.18  0.11 -0.28 -0.55  0.05  0.31  0.10
## don.t.beli...believe.au   -0.13  0.12  0.08 -0.55  0.87  0.38  0.41 -0.59 -0.83
## audience.e...high.edu.l    0.14  0.46  0.46 -0.58  0.88  0.46  0.55 -0.85 -0.71
## stop...scroll              0.72  0.34  0.66  0.18  0.11  0.18  0.64  0.08  0.03
## not.profes...profession    0.40 -0.04  0.23  0.55 -0.60 -0.18 -0.01  0.62  0.48
## no.skin.in...skin.in.th    0.21  0.33  0.33  0.19 -0.03 -0.19  0.64  0.00  0.02
## informativ...persuasive   -0.32 -0.21 -0.45  0.44 -0.85 -0.69 -0.41  0.56  0.63
## don.t.trus...trust.the..1  0.29  0.17  0.42 -0.23  0.56  0.49  0.33 -0.29 -0.45
## don.t.turs...trust.the.   -0.06  0.43  0.31 -0.41  0.59  0.19  0.51 -0.63 -0.59
## low.author...high.autho   -0.48  0.23 -0.18 -0.09 -0.14 -0.73  0.42  0.03 -0.16
## general.au...niche.audi   -0.01  0.59  0.47 -0.62  0.77  0.18  0.57 -0.68 -0.67
## less.educa...more.educa    0.06  0.47  0.47 -0.49  0.76  0.32  0.51 -0.68 -0.70
## ignore...stop.and.l        0.27  0.17  0.25  0.38 -0.44 -0.32  0.28  0.41  0.25
## not.clear....clear.over    0.22 -0.63 -0.27  0.45 -0.26  0.29 -0.25  0.37  0.07
## very.ugly....very.nice     0.58 -0.20  0.20  0.52  0.05  0.41  0.48  0.09  0.05
## author.low...high.data.    0.24  0.39  0.45 -0.43  0.79  0.36  0.84 -0.68 -0.54
## author.low...high.data..1  0.67 -0.03  0.41  0.38  0.10  0.31  0.48  0.17  0.11
## author.low...author.hig    0.21 -0.45 -0.20  0.89 -0.86 -0.19 -0.31  0.72  0.78
## low.engage...high.engag    0.30 -0.26 -0.03  0.72 -0.87 -0.37 -0.33  0.96  0.82
## low.access...high.acces    0.09 -0.56 -0.32  0.18  0.07  0.63 -0.55  0.03 -0.27
## Niche.audi...General.au    0.28 -0.30 -0.09  0.69 -0.89 -0.36 -0.38  0.97  0.78
## Audience.l...Audience.h   -0.12  0.62  0.39 -0.83  0.91  0.18  0.53 -0.87 -0.73
## More.infor...More.call.   -0.34 -0.21 -0.40 -0.05  0.04 -0.02  0.31 -0.37 -0.24
## Data.colle...Data.colle   -0.46  0.18 -0.14 -0.56  0.60  0.11  0.22 -0.88 -0.59
## bad.data.r...good.data.    0.50  0.37  0.53 -0.05  0.31  0.24  0.57 -0.32 -0.04
## not.trustw...trustworth    0.37  0.30  0.48 -0.30  0.68  0.49  0.60 -0.63 -0.45
## would.not....would.spen    0.74 -0.08  0.45  0.52 -0.40  0.04  0.11  0.77  0.53
## niche.audi...general.au    0.63 -0.26  0.20  0.67 -0.65 -0.03 -0.17  0.92  0.65
## designer.h...designer.h    0.50 -0.09  0.22  0.55 -0.72 -0.25 -0.28  0.95  0.75
## would.not....would.read   -0.15 -0.47 -0.35  0.41 -0.42 -0.25 -0.13  0.57  0.11
## easier.to....harder.to.    0.09  0.45  0.45 -0.60  0.72  0.27  0.35 -0.62 -0.29
## scroll.pas...stop.and.l    0.48 -0.15  0.15  0.66 -0.79 -0.30 -0.16  0.94  0.80
## less.likel...more.likel    0.45  0.13  0.32  0.31 -0.22 -0.14  0.44  0.42  0.08
## less.likel...more.likel.1  0.62 -0.34  0.10  0.50 -0.32  0.40 -0.13  0.37  0.33
## less.likel...more.likel.2  0.54 -0.25  0.17  0.67 -0.70 -0.09 -0.24  0.90  0.67
## author.les...author.mor    0.40 -0.23  0.08  0.67 -0.59 -0.17  0.18  0.69  0.48
## author.les...author.mor.1  0.32  0.42  0.58 -0.48  0.86  0.52  0.49 -0.53 -0.67
## Publicatio...publicatio   -0.32  0.06 -0.03 -0.59  0.85  0.40  0.28 -0.82 -0.88
## not.legibl...legible..I    0.25  0.36  0.48 -0.32  0.57  0.44  0.37 -0.51 -0.40
## not.readab...readable..    0.39 -0.20  0.05  0.71 -0.83 -0.29 -0.23  0.90  0.71
## Not.showca...Showcasing    0.24  0.24  0.40 -0.25  0.68  0.54  0.46 -0.53 -0.64
## Not.tell.a...Tell.a.sto    0.35 -0.33 -0.09  0.74 -0.91 -0.22 -0.47  0.91  0.89
## will.not.s...Share.it.w   -0.13 -0.41 -0.47  0.68 -0.95 -0.48 -0.55  0.75  0.82
## will.not.c...Leave.a.co   -0.48 -0.36 -0.65  0.48 -0.86 -0.63 -0.58  0.57  0.61
## will.not.u...will.upvot    0.15 -0.33 -0.19  0.72 -0.90 -0.43 -0.32  0.93  0.73
## keep.scrol...stop.and.l    0.08 -0.34 -0.29  0.66 -0.88 -0.43 -0.46  0.89  0.81
## Poorly.com...Communicat    0.41 -0.23  0.01  0.55 -0.62 -0.21 -0.13  0.84  0.57
## Design.qua...Design.qua    0.31 -0.12  0.01  0.73 -0.81 -0.38 -0.09  0.80  0.76
## Untrustwor...Trustworth   -0.01  0.16  0.23 -0.58  0.94  0.59  0.42 -0.82 -0.82
## audience.l...audience.h   -0.17  0.25  0.13 -0.67  0.91  0.47  0.33 -0.92 -0.75
## more.illus...more.data.    0.12 -0.19 -0.10  0.66 -0.81 -0.50 -0.28  0.87  0.78
## lower.desi...higher.des          0.05  0.69  0.34  0.03  0.51  0.25  0.37  0.30
## misleading...unbiased                  0.72 -0.66  0.37 -0.42  0.50 -0.34 -0.19
## not.much.t...thought.pu                     -0.28  0.37  0.10  0.54 -0.04 -0.02
## not.much.t...thought.pu.1                         -0.71  0.15 -0.26  0.67  0.69
## author.low...author.hig.1                                0.45  0.53 -0.79 -0.83
## scroll.on...pause                                             -0.01 -0.22 -0.28
## color.as.d...color.as.a                                             -0.39 -0.35
## less.time....more.time.                                                    0.74
## less.thoug...more.thoug                                                        
## less.succe...more.succe                                                        
## explanator...call.for.a                                                        
## X..pure.inf...author.has                                                       
## scroll.on...stop.and.l                                                         
## low.visual...high.visua                                                        
## specific.a...general.au                                                        
## hard.to.un...easy.to.un                                                        
## scroll.pas...stop.and.l.1                                                      
## informativ...narrative                                                         
##                              63    64    65    66    67    68    69    70    71
## not.biased...biased        0.57  0.83  0.77  0.77  0.68  0.57  0.38  0.92  0.86
## dry...sensationa           0.36  0.85  0.75  0.94  0.78  0.74  0.37  0.80  0.92
## don.t.trus...trust.the.    0.06  0.03  0.00  0.25  0.63  0.63  0.75  0.53  0.55
## don.t.beli...believe.au   -0.36 -0.67 -0.77 -0.74 -0.64 -0.56 -0.06 -0.62 -0.60
## audience.e...high.edu.l   -0.57 -0.85 -0.74 -0.77 -0.57 -0.49 -0.19 -0.84 -0.85
## stop...scroll             -0.48 -0.35 -0.30  0.10  0.45  0.56  0.32 -0.14  0.12
## not.profes...profession    0.23  0.29  0.17  0.52  0.67  0.79  0.19  0.62  0.65
## no.skin.in...skin.in.th   -0.39 -0.44 -0.46 -0.09  0.37  0.52  0.27  0.11  0.22
## informativ...persuasive    0.48  0.63  0.74  0.62  0.70  0.53  0.43  0.82  0.74
## don.t.trus...trust.the..1 -0.29 -0.50 -0.71 -0.46 -0.48 -0.23 -0.36 -0.45 -0.42
## don.t.turs...trust.the.   -0.38 -0.81 -0.85 -0.74 -0.46 -0.27 -0.28 -0.49 -0.52
## low.author...high.autho   -0.05 -0.27 -0.27 -0.15  0.42  0.40  0.54  0.49  0.40
## general.au...niche.audi   -0.54 -0.83 -0.87 -0.76 -0.56 -0.38 -0.30 -0.64 -0.61
## less.educa...more.educa   -0.44 -0.83 -0.88 -0.75 -0.50 -0.32 -0.14 -0.58 -0.65
## ignore...stop.and.l        0.06 -0.06 -0.10  0.28  0.70  0.82  0.34  0.51  0.61
## not.clear....clear.over    0.45  0.32  0.30  0.34  0.37  0.29  0.41  0.36  0.26
## very.ugly....very.nice    -0.32 -0.23 -0.19  0.13  0.42  0.47  0.57 -0.07  0.11
## author.low...high.data.   -0.80 -0.79 -0.68 -0.61 -0.37 -0.31 -0.05 -0.75 -0.67
## author.low...high.data..1 -0.46 -0.08 -0.05  0.27  0.46  0.48  0.65 -0.06  0.11
## author.low...author.hig    0.37  0.65  0.62  0.77  0.77  0.74  0.45  0.78  0.72
## low.engage...high.engag    0.34  0.79  0.69  0.93  0.85  0.83  0.43  0.84  0.93
## low.access...high.acces    0.60  0.06  0.00 -0.04 -0.20 -0.21 -0.03 -0.13 -0.11
## Niche.audi...General.au    0.44  0.79  0.69  0.92  0.83  0.80  0.34  0.84  0.95
## Audience.l...Audience.h   -0.64 -0.79 -0.69 -0.81 -0.69 -0.65 -0.27 -0.84 -0.84
## More.infor...More.call.    0.03 -0.37 -0.23 -0.40 -0.11 -0.16 -0.19 -0.05 -0.20
## Data.colle...Data.colle   -0.25 -0.58 -0.35 -0.72 -0.57 -0.67 -0.11 -0.55 -0.78
## bad.data.r...good.data.   -0.63 -0.39 -0.15 -0.07  0.15  0.13  0.25 -0.45 -0.31
## not.trustw...trustworth   -0.61 -0.64 -0.47 -0.46 -0.25 -0.23  0.06 -0.67 -0.68
## would.not....would.spen   -0.05  0.44  0.25  0.69  0.61  0.73  0.21  0.44  0.60
## niche.audi...general.au    0.26  0.63  0.50  0.85  0.77  0.81  0.30  0.61  0.79
## designer.h...designer.h    0.24  0.74  0.59  0.90  0.72  0.75  0.19  0.64  0.84
## would.not....would.read    0.46  0.31  0.06  0.28  0.41  0.46  0.37  0.77  0.61
## easier.to....harder.to.   -0.70 -0.33 -0.27 -0.44 -0.69 -0.67 -0.46 -0.77 -0.80
## scroll.pas...stop.and.l    0.20  0.71  0.63  0.92  0.85  0.85  0.32  0.72  0.88
## less.likel...more.likel   -0.07 -0.14 -0.18  0.27  0.71  0.80  0.53  0.35  0.57
## less.likel...more.likel.1  0.21  0.28  0.38  0.48  0.43  0.39  0.12  0.09  0.22
## less.likel...more.likel.2  0.32  0.64  0.47  0.81  0.70  0.78  0.19  0.66  0.79
## author.les...author.mor    0.13  0.28  0.16  0.55  0.77  0.86  0.36  0.66  0.74
## author.les...author.mor.1 -0.54 -0.71 -0.79 -0.59 -0.50 -0.33 -0.09 -0.72 -0.61
## Publicatio...publicatio   -0.21 -0.71 -0.74 -0.90 -0.78 -0.73 -0.20 -0.59 -0.84
## not.legibl...legible..I   -0.40 -0.61 -0.66 -0.55 -0.53 -0.33 -0.51 -0.63 -0.59
## not.readab...readable..    0.36  0.61  0.53  0.84  0.89  0.91  0.40  0.78  0.92
## Not.showca...Showcasing   -0.35 -0.78 -0.86 -0.64 -0.42 -0.21 -0.10 -0.57 -0.54
## Not.tell.a...Tell.a.sto    0.43  0.84  0.81  0.94  0.73  0.69  0.14  0.68  0.83
## will.not.s...Share.it.w    0.52  0.82  0.84  0.81  0.69  0.55  0.32  0.79  0.83
## will.not.c...Leave.a.co    0.60  0.68  0.67  0.55  0.49  0.36  0.23  0.80  0.72
## will.not.u...will.upvot    0.45  0.72  0.62  0.85  0.87  0.84  0.47  0.91  0.98
## keep.scrol...stop.and.l    0.42  0.84  0.79  0.89  0.75  0.65  0.37  0.76  0.91
## Poorly.com...Communicat    0.22  0.59  0.56  0.81  0.81  0.74  0.49  0.57  0.82
## Design.qua...Design.qua    0.18  0.52  0.49  0.79  0.90  0.90  0.47  0.70  0.90
## Untrustwor...Trustworth   -0.42 -0.75 -0.75 -0.83 -0.77 -0.69 -0.27 -0.79 -0.92
## audience.l...audience.h   -0.45 -0.72 -0.65 -0.86 -0.88 -0.84 -0.41 -0.89 -0.98
## more.illus...more.data.    0.25  0.74  0.64  0.85  0.81  0.77  0.54  0.83  0.91
## lower.desi...higher.des   -0.36  0.13  0.07  0.44  0.29  0.41  0.06 -0.18  0.10
## misleading...unbiased     -0.62 -0.42 -0.32 -0.26 -0.05 -0.01 -0.06 -0.30 -0.22
## not.much.t...thought.pu   -0.69 -0.25 -0.26  0.03  0.08  0.21  0.01 -0.34 -0.16
## not.much.t...thought.pu.1  0.31  0.55  0.49  0.69  0.63  0.63  0.40  0.55  0.62
## author.low...author.hig.1 -0.56 -0.79 -0.79 -0.81 -0.73 -0.64 -0.22 -0.83 -0.85
## scroll.on...pause         -0.07 -0.20 -0.27 -0.21 -0.46 -0.36 -0.28 -0.60 -0.52
## color.as.d...color.as.a   -0.83 -0.69 -0.66 -0.40  0.04  0.14  0.25 -0.32 -0.26
## less.time....more.time.    0.41  0.82  0.67  0.92  0.74  0.73  0.29  0.74  0.90
## less.thoug...more.thoug    0.13  0.83  0.85  0.91  0.62  0.56  0.10  0.53  0.66
## less.succe...more.succe          0.47  0.41  0.26  0.14  0.07 -0.06  0.54  0.42
## explanator...call.for.a                0.93  0.89  0.43  0.33  0.01  0.59  0.64
## X..pure.inf...author.has                     0.84  0.44  0.28  0.00  0.49  0.55
## scroll.on...stop.and.l                             0.74  0.68  0.26  0.62  0.79
## low.visual...high.visua                                  0.97  0.70  0.77  0.87
## specific.a...general.au                                        0.66  0.72  0.84
## hard.to.un...easy.to.un                                              0.52  0.47
## scroll.pas...stop.and.l.1                                                  0.88
## informativ...narrative

ELEMENT ANALYSIS

Describe Elements

# calculate descriptive statistics 
(descriptives <- statsElements(g_master))
## 
## ##################################
## Desriptive statistics for elements
## ##################################
## 
##                        vars  n mean   sd median trimmed  mad min max range
## (1) care-bear             1 71 3.31 1.58    4.0    3.38 1.48   1   5     4
## (2) diamond-lady          2 71 3.30 1.56    4.0    3.38 1.48   1   5     4
## (3) bullets               3 71 3.51 1.34    4.0    3.64 1.48   1   5     4
## (4) heatmap               4 71 3.88 1.22    4.0    4.05 1.48   1   5     4
## (5) taxes                 5 71 3.32 1.31    3.0    3.40 1.48   1   5     4
## (6) penguins              6 71 3.50 1.26    4.0    3.62 1.48   1   5     4
## (7) physics-matplotlib    7 71 2.57 1.67    2.0    2.46 1.48   1   5     4
## (8) interaction           8 71 2.62 1.60    2.0    2.52 1.48   1   5     4
## (9) slope-interaction     9 71 2.70 1.52    2.5    2.63 2.22   1   5     4
## (10) bayesian            10 71 3.06 1.62    3.0    3.08 2.97   1   5     4
##                         skew kurtosis   se
## (1) care-bear          -0.30    -1.50 0.19
## (2) diamond-lady       -0.43    -1.39 0.19
## (3) bullets            -0.47    -1.05 0.16
## (4) heatmap            -0.85    -0.36 0.14
## (5) taxes              -0.33    -0.99 0.16
## (6) penguins           -0.51    -0.73 0.15
## (7) physics-matplotlib  0.50    -1.47 0.20
## (8) interaction         0.47    -1.42 0.19
## (9) slope-interaction   0.33    -1.41 0.18
## (10) bayesian           0.07    -1.66 0.19
descriptives$element <- rownames(descriptives) #add element name to df


## ARF TODO reform as dfs to get ridgeplot of elements
#visualize distributions
# descriptives %>% ggplot(aes(x=))

Element Correlations

elementCor(g_master)
## 
## ############################
## Correlation between elements
## ############################
## 
## Type of correlation:  Cohens's rc (invariant to scale reflection) 
## 
##                             1     2     3     4     5     6     7     8     9
## (1) care-bear           1      0.52  0.52  0.09  0.27 -0.24 -0.48 -0.60 -0.40
## (2) diamond-lady        2            0.64  0.27  0.25  0.04 -0.30 -0.36 -0.37
## (3) bullets             3                  0.39  0.39  0.16 -0.21 -0.38 -0.18
## (4) heatmap             4                        0.27  0.68 -0.08 -0.07  0.02
## (5) taxes               5                              0.25  0.04 -0.12  0.01
## (6) penguins            6                                    0.29  0.32  0.20
## (7) physics-matplotlib  7                                          0.80  0.75
## (8) interaction         8                                                0.67
## (9) slope-interaction   9                                                    
## (10) bayesian          10                                                    
##                           10
## (1) care-bear          -0.45
## (2) diamond-lady       -0.32
## (3) bullets            -0.21
## (4) heatmap             0.20
## (5) taxes               0.08
## (6) penguins            0.60
## (7) physics-matplotlib  0.73
## (8) interaction         0.77
## (9) slope-interaction   0.60
## (10) bayesian

Element Clustering

# calculate cluster analysis
# https://docs.openrepgrid.org/articles/web/clustering.html
cluster(g_master, along = 2, #1=constructs, 2 = elements, 0 = both (default)
        dmethod =  "euclidean",#distance measure TODO evaluate diff options    
        cmethod="ward.D", #agglomeration method TODO evaluate diff options
        align = TRUE, #align b4 clustering? reverses constructs if necessary to yield maximal simmilarity
        cex = 1, lab.cex = 1)

distanceHartmann(g_master) 
## 
## ##########################
## Distances between elements
## ##########################
## 
## Distance method:  Hartmann (standardized Slater distances)
## Normalized:
##                               1     2     3     4     5     6     7     8     9
## (1) care-bear           1        2.83  2.63  0.24  1.23 -1.34 -3.70 -3.84 -2.86
## (2) diamond-lady        2              3.67  1.20  1.64 -0.28 -3.13 -3.20 -2.43
## (3) bullets             3                    2.13  2.70  0.73 -2.52 -2.71 -1.63
## (4) heatmap             4                          2.30  3.59 -1.30 -1.19 -0.36
## (5) taxes               5                                2.00 -0.80 -1.03 -0.01
## (6) penguins            6                                      0.62  0.82  1.17
## (7) physics-matplotlib  7                                            4.52  4.12
## (8) interaction         8                                                  3.66
## (9) slope-interaction   9                                                      
## (10) bayesian          10                                                      
##                           10
## (1) care-bear          -3.41
## (2) diamond-lady       -2.77
## (3) bullets            -2.02
## (4) heatmap            -0.07
## (5) taxes              -0.20
## (6) penguins            2.36
## (7) physics-matplotlib  3.75
## (8) interaction         4.22
## (9) slope-interaction   3.28
## (10) bayesian               
## 
## For calculation the parameters from Hartmann (1992) were used. Use 'method=new' or method='simulate' for a more accurate version.
bertinCluster(g_master,
              type="rectangle", draw.axis = FALSE)

```